Category Archives: Phil

Phil 1.25.2023

GPT Agents

Added a log to the social science and NNM sections
Spent a good deal of time getting NarrativeExplorer built

4:00 Meeting

SBIRs

Meeting with Lauren to go over slides. He’s going to add a few
Postponed the commercialization meeting
Need more FOM data. Need to talk to Rukan
Tweaked War Elephants and added in some text about antifragility.

Book

Got notification that the permissions team got my log. Hopefully they will be ok with it.

Phil 1.24.2023

Nice intro to word and sentence embeddings from co:here – What Are Word and Sentence Embeddings?

Introduction to pynytimes – The New York Times is one of the most trusted news source around the world. All their article metadata is easily available using their API, which is publicly available to everyone (though only for non-commercial use). All this data can be queried using a REST API, however setting it up can be quite time-consuming. This library solves that problem, now you can easily and quickly query the API without having to worry about the specific implementation.

The techniques behind ChatGPT: RLHF, IFT, CoT, Read teaming, and more

A few weeks ago, ChatGPT emerged and launched the public discourse into a set of obscure acronyms: RLHF, SFT, IFT, CoT, and more, all attributed to the success of ChatGPT. What are these obscure acronyms and why are they so important? We surveyed all the important papers on these topics to categorize these works, summarize takeaways from what has been done, and share what remains to be shown.

SBIRs

9:15 Standup
10:00 Q3 Slides meeting with Loren
1:00 Bi-weekly
Get any responses back on paper (HA!) and get ready to send out

GPT Agents

Set up schema. I’m thinking four tables: 1) Experiment (name, date, user, run number), 2) Experiment params 3) Text (text, embedding, projection, cluster ID) 4) Cluster (experiment, cluster_number, cluster_name, include/exclude) – done
Add automation fields and buttons – done
For development, load result text automatically – done
Hooking up DB to App. Got a lot done. Experiments, runs, and text are stored using test data.

Phil 1.23.2023

Dissociating language and thought in large language models: a cognitive perspective

Today’s large language models (LLMs) routinely generate coherent, grammatical and seemingly meaningful paragraphs of text. This achievement has led to speculation that these networks are — or will soon become — “thinking machines”, capable of performing tasks that require abstract knowledge and reasoning. Here, we review the capabilities of LLMs by considering their performance on two different aspects of language use: ‘formal linguistic competence’, which includes knowledge of rules and patterns of a given language, and ‘functional linguistic competence’, a host of cognitive abilities required for language understanding and use in the real world. Drawing on evidence from cognitive neuroscience, we show that formal competence in humans relies on specialized language processing mechanisms, whereas functional competence recruits multiple extralinguistic capacities that comprise human thought, such as formal reasoning, world knowledge, situation modeling, and social cognition. In line with this distinction, LLMs show impressive (although imperfect) performance on tasks requiring formal linguistic competence, but fail on many tests requiring functional competence. Based on this evidence, we argue that (1) contemporary LLMs should be taken seriously as models of formal linguistic skills; (2) models that master real-life language use would need to incorporate or develop not only a core language module, but also multiple non-language-specific cognitive capacities required for modeling thought. Overall, a distinction between formal and functional linguistic competence helps clarify the discourse surrounding LLMs’ potential and provides a path toward building models that understand and use language in human-like ways.

Starting to read the documentation for GPT Index. It looks very thorough and capable. I need to get a charge number so I can dig into it and get paid.

SBIRs

Working on the slide deck
Contract stuff

GPT Agents

Got the parsing done. Need to work on saving them to the deb and getting the embeddings. Also, I’ll need to set up a looping system that runs the prompt a specific number of times and does the parsing and storing. Something like “automate” with a field for how many times.

Phil 1.21.2023

I loaded journal entries from the past 10 years into GPT-3—and started asking it questions – This might be the way to do my next online resume and the book website. Basically, index and summarize, which sounds perfect.

It uses GPT Index, a project consisting of a set of data structures designed to make it easier to use large external knowledge bases with LLMs. Lots of documentation here.

I realize that this approach could replace the finetuning of the GPT-2 models. This makes it extremely general. There could be a book agent, Twitter agent, or even a SBIR agent.

And because it is finding text “chunks” based on embedding similarity to the prompt, it can point back to the sources. That makes research into a subject where the corpora exists much better.

Going to dig into this some more.

Elicit.org is also doing something like this. Here’s the thread:

This is very good:

Phil 1.20.2023

Google’s Deep Learning Tuning Playbook

This document is for engineers and researchers (both individuals and teams) interested in maximizing the performance of deep learning models. We assume basic knowledge of machine learning and deep learning concepts.
Our emphasis is on the process of hyperparameter tuning. We touch on other aspects of deep learning training, such as pipeline implementation and optimization, but our treatment of those aspects is not intended to be complete.
We assume the machine learning problem is a supervised learning problem or something that looks a lot like one (e.g. self-supervised). That said, some of the prescriptions in this document may also apply to other types of problems.

There is a LLM search engine: Perplexity.ai. It’s not bad, and includes pointers to sources. It seems to have good guardrails, too:

Oops. That’s not the Moby Dick that I read:

GPT Agents

Start NarrativeExplorer and schema – started!

SBIRs

Collect BD-related papers and send to T

Phil 1.19.2023

GPT Agents

Updated the roadmap project, and I had a thought where we could train a model on a corpora that has all the periods replaced with probability markers (1%, 2%, 3%, 4%, 6%, 8%, 16%, 25%, 35%) to evaluate how well the model learned those patters as an indicator of overall learning. Maybe train on the complete works of Shakespeare, since that’s all in the public domain and easy to get. Compare finetuning a GPT-2 to training one up from scratch.

SBIRs

More on resilience in the Conclusions section. Show two network diagrams. One is a star model where the AI is the central node, with a human-on-the-loop and weapons on each ray. The other is more complex, with AI operators and models as the central nodes, connecting to weapons. Will need to write some generator code for Gephi – done!
9:15 standup
11:00 Artemis meeting
11:30 CSC touchpoint

Book

So far nothing back about the permissions log! Or Disney, for that matter

Phil 1.18.2023

Things are starting to look very real!

GPT Agents

See if I can get the OAuth version of the CSE working – turns out there isn’t one – it’s all V1. However, Google now charges for every custom search over $100/day. Can get expensive very quickly
4:00 Meeting

SBIRs

10:00 Meeting with Aaron and Rukan
Cancelled Quantico meeting
Had a long discussion with Rukan about how to work with FOM and trajectory information
Work on Resilience/Robustness section referencing this: the-many-faces-of-resilience. I want to better describe resilience and robustness using network terms and show how war elephants, when used properly, were part of a resilient network including nodes for the elephant, the mahout, and the soldiers.
Compute-Optimal LLMs: This tool helps you find the optimal LLM given your compute budget. Alternatively, you can also use it to find the optimal compute budget for a planned model. The tool is highly based on the work of Kaplan et. al (2020), Hoffman et. al (2022), and most recently with new results on varying modalities, Aghajanyan et. al (2023). I do not make any claims about the accuracy of these predictions, but merely provide a tool to try to easily calculate what these predictions actually mean for your model.

Phil 1.17.2023

SBIRs

9:00 Demos – need to put together slides and close tasks
11:00 2022 Year End Review
2:00 MDA Meeting
3:30 Sprint planning

GPT-Agents

I think I’m going to start on the NarrativeExplorer. Started framing out the app on GitHub. Here’s what I think it needs, plus a new schema
Load – Loads an existing experiment
Model Selection – Various models of the GPT-3 or a local model
Prompt – “Once upon a time there was.” or potentially much longer, paragraph-sized so lots of room. Also UTF-8 to handle other languages
Parameters – number of tokens, etc.
Run – sends the prompt to the GPT and gets the text response. A checkbox indicates if there should be automatic embedding
Clear embeddings
Get Embeddings
Extend – uses the existing prompt and response as a prompt
Cluster – happens on line boundaries. There should be an editable regex for that. Same sort of PCA/T-SNE as embedding explorer, which means there needs to be parameter tweaking. Clustering will have to be re-run multiple times, though I hope the embedding step is run once. To avoid the complexity of the interactive plotting, I think I’ll just label the clusters (https://stackoverflow.com/questions/44998205/labeling-points-in-matplotlib-scatterplot)
Query – 1) Run cluster queries on the DB. Select the cluster ID and the number of responses. 2) Get the number of responses per cluster
Save – stores the text on a sentence-by sentence bases with clustering info
Generate Graph – runs through each narrative in an experiment to produce a directed graph of nodes. The output is all the narratives threaded together. Used as an input to Gephi
Looks like I got site-specific searches in date ranges working using the Google CSE! It returns more than say, just tweets. It also gets users, lists, etc. It’s a cruder tool than a tailored api call, but it should be great for any number of applications 🙂

info: {'title': 'Google Custom Search - Feldman', 'totalResults': '3', 'searchTerms': 'Feldman', 'count': 3, 'startIndex': 1, 'inputEncoding': 'utf8', 'outputEncoding': 'utf8', 'safe': 'off', 'cx': '814dff357c3d046aa', 'sort': 'date:r:20140815:20140931', 'siteSearch': "'twitter.com'"}
result: {'kind': 'customsearch#result', 'title': 'Lee Feldman (@socialname) / Twitter', 'htmlTitle': 'Lee <b>Feldman</b> (@socialname) / Twitter', 'link': 'https://twitter.com/socialname', 'displayLink': 'twitter.com', 'snippet': 'The movie is a story about guns, the actors play with guns, the filmmakers film the actors playing with guns, people pay money to watch actors shoot each\xa0...', 'htmlSnippet': 'The movie is a story about guns, the actors play with guns, the filmmakers film the actors playing with guns, people pay money to watch actors shoot each&nbsp;...', 'cacheId': 'ikO6smL2LU8J', 'formattedUrl': 'https://twitter.com/socialname', 'htmlFormattedUrl': 'https://twitter.com/socialname', 'pagemap': {'cse_thumbnail': [{'src': 'https://encrypted-tbn1.gstatic.com/images?q=tbn:ANd9GcQf5Fy-jP0AucDWFoXHgEe-hdNYkWXZRaHMEtZeX8-1Cbpix4XyimvI', 'width': '48', 'height': '48'}], 'imageobject': [{'contenturl': 'https://pbs.twimg.com/media/Eq5vt8SW4AE2x6y.png', 'width': '526', 'caption': 'Image', 'thumbnailurl': 'https://pbs.twimg.com/media/Eq5vt8SW4AE2x6y?format=jpg&name=thumb'}, {'contenturl': 'https://pbs.twimg.com/media/EpIuQ5wXIAA7J9z.jpg', 'width': '2320', 'caption': 'Image', 'thumbnailurl': 'https://pbs.twimg.com/media/EpIuQ5wXIAA7J9z?format=jpg&name=thumb'}, {'contenturl': 'https://pbs.twimg.com/media/Ef-VpbUXsAQ5hu4.jpg', 'width': '640', 'caption': 'Image', 'thumbnailurl': 'https://pbs.twimg.com/media/Ef-VpbUXsAQ5hu4?format=jpg&name=thumb'}, {'contenturl': 'https://pbs.twimg.com/media/EdxhcAKWsAIOpbn.jpg', 'width': '1435', 'caption': 'Image', 'thumbnailurl': 'https://pbs.twimg.com/media/EdxhcAKWsAIOpbn?format=jpg&name=thumb'}], 'person': [{'identifier': '17959954', 'givenname': 'Lee Feldman', 'additionalname': 'socialname'}, {'identifier': '17959954', 'givenname': 'Lee Feldman', 'additionalname': 'socialname'}, {'identifier': '17959954', 'givenname': 'Lee Feldman', 'additionalname': 'socialname'}, {'identifier': '17959954', 'givenname': 'Lee Feldman', 'additionalname': 'socialname'}, {'identifier': '17959954', 'givenname': 'Lee Feldman', 'additionalname': 'socialname'}, {'identifier': '17959954', 'givenname': 'Lee Feldman', 'additionalname': 'socialname'}, {'identifier': '17959954', 'givenname': 'Lee Feldman', 'additionalname': 'socialname'}, {'identifier': '17959954', 'givenname': 'Lee Feldman', 'additionalname': 'socialname'}, {'identifier': '17959954', 'givenname': 'Lee Feldman', 'additionalname': 'socialname'}, {'identifier': '17959954', 'givenname': 'Lee Feldman', 'additionalname': 'socialname'}, {'identifier': '472264728', 'givenname': 'Rockwood Music Hall', 'additionalname': 'RockwoodNYC'}, {'identifier': '17959954', 'givenname': 'Lee Feldman', 'additionalname': 'socialname'}, {'identifier': '472264728', 'givenname': 'Rockwood Music Hall', 'additionalname': 'RockwoodNYC'}, {'identifier': '17959954', 'givenname': 'Lee Feldman', 'additionalname': 'socialname'}, {'identifier': '17959954', 'givenname': 'Lee Feldman', 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Hello to you all . .', 'position': '2', 'datecreated': '2022-03-03T14:03:23.000Z', 'datepublished': '2022-03-03T14:03:23.000Z', 'url': 'https://twitter.com/socialname/status/1499384946405916677'}, {'identifier': '1484668397723992067', 'commentcount': '0', 'articlebody': '"Anybody have a tampon?" #patter #awkward #periods #leefeldman', 'position': '3', 'datecreated': '2022-01-21T23:25:04.000Z', 'datepublished': '2022-01-21T23:25:04.000Z', 'url': 'https://twitter.com/socialname/status/1484668397723992067'}, {'identifier': '1484668131805122565', 'commentcount': '1', 'articlebody': 'This next song is from my opera "Con Ed, Thank You for Your Years of Service." #conedison #opera #patter #leefeldman #awkward', 'position': '4', 'datecreated': '2022-01-21T23:24:01.000Z', 'datepublished': '2022-01-21T23:24:01.000Z', 'url': 'https://twitter.com/socialname/status/1484668131805122565'}, {'identifier': '1484667880826445825', 'commentcount': '0', 'articlebody': '"My family is on a new diet . . only venison." "Oh, dear." #patter #leefeldman #venison #diet #awkward', 'position': '5', 'datecreated': '2022-01-21T23:23:01.000Z', 'datepublished': '2022-01-21T23:23:01.000Z', 'url': 'https://twitter.com/socialname/status/1484667880826445825'}, {'identifier': '1484667602928644096', 'commentcount': '1', 'articlebody': '"How\'s everybody doing . . . financially?" #patter #leefeldman #Finance #awkward', 'position': '6', 'datecreated': '2022-01-21T23:21:54.000Z', 'datepublished': '2022-01-21T23:21:54.000Z', 'url': 'https://twitter.com/socialname/status/1484667602928644096'}, {'identifier': '1484667380529778689', 'commentcount': '0', 'articlebody': 'This next song is from my ballet "People Have Problems." #patter #awkward #leefeldman #ballet', 'position': '7', 'datecreated': '2022-01-21T23:21:01.000Z', 'datepublished': '2022-01-21T23:21:01.000Z', 'url': 'https://twitter.com/socialname/status/1484667380529778689'}, {'identifier': '1453643457034076161', 'commentcount': '0', 'articlebody': 'The movie is a story about guns, the actors play with guns, the filmmakers film the actors playing with guns, people pay money to watch actors shoot each other with guns while Americans kill...', 'position': '8', 'datecreated': '2021-10-28T08:43:02.000Z', 'datepublished': '2021-10-28T08:43:02.000Z', 'url': 'https://twitter.com/socialname/status/1453643457034076161'}, {'identifier': '1445932140831690754', 'commentcount': '0', 'position': '9', 'datecreated': '2021-10-07T02:01:01.000Z', 'datepublished': '2021-10-07T02:01:01.000Z', 'url': 'https://twitter.com/socialname/status/1445932140831690754'}, {'identifier': '1443924931893415940', 'position': '10', 'datecreated': '2021-10-01T13:05:05.000Z', 'datepublished': '2021-10-01T13:05:05.000Z'}, {'identifier': '1443313381570719750', 'commentcount': '0', 'articlebody': 'Saturday w/ @socialname! . https://youtube.com/watch?v=Yr-DOwjs5Iw&ab_channel=LeeFeldman…', 'datecreated': '2021-09-29T20:35:00.000Z', 'isbasedon': 'https://twitter.com/RockwoodNYC/status/1441066576594317313', 'datepublished': '2021-09-29T20:35:00.000Z', 'url': 'https://twitter.com/RockwoodNYC/status/1443313381570719750'}, {'identifier': '1442188873438793732', 'position': '11', 'datecreated': '2021-09-26T18:06:36.000Z', 'datepublished': '2021-09-26T18:06:36.000Z'}, {'identifier': '1441066576594317313', 'commentcount': '0', 'articlebody': '#NewShow ⭐️ Lee Feldman (@socialname) 🎤 Stage (3) October 2, 2021 | 7PM TICKETS: https://seetickets.us/LeeFeldmanOct0221…', 'datecreated': '2021-09-23T15:47:00.000Z', 'datepublished': '2021-09-23T15:47:00.000Z', 'url': 'https://twitter.com/RockwoodNYC/status/1441066576594317313'}, {'identifier': '1436460302728667143', 'commentcount': '0', 'articlebody': 'LEE FELDMAN / Save the Date! - https://mailchi.mp/b0d83d5bf644/edge-keep-me-around-vinyl-release-website-8035173…', 'position': '12', 'datecreated': '2021-09-10T22:43:18.000Z', 'datepublished': '2021-09-10T22:43:18.000Z', 'url': 'https://twitter.com/socialname/status/1436460302728667143'}, {'identifier': '1424076841808277514', 'commentcount': '0', 'articlebody': 'Other people call themselves a singer-songwriter, but I prefer the term “dentist.” http://leefeldman.com', 'position': '13', 'datecreated': '2021-08-07T18:35:51.000Z', 'datepublished': '2021-08-07T18:35:51.000Z', 'url': 'https://twitter.com/socialname/status/1424076841808277514'}, {'identifier': '1410132480489922560', 'commentcount': '2', 'articlebody': '"Happy teeth, happy wallet . . "', 'position': '14', 'datecreated': '2021-06-30T07:05:57.000Z', 'datepublished': '2021-06-30T07:05:57.000Z', 'url': 'https://twitter.com/socialname/status/1410132480489922560'}, {'identifier': '1408177757876543494', 'commentcount': '1', 'articlebody': 'My attorney asked me why I would record a song that uses my social security number as part of the lyrics, so I used his instead. Now he won’t return my calls . .', 'position': '15', 'datecreated': '2021-06-24T21:38:34.000Z', 'datepublished': '2021-06-24T21:38:34.000Z', 'url': 'https://twitter.com/socialname/status/1408177757876543494'}, {'identifier': '1401631392115609600', 'commentcount': '0', 'articlebody': 'My childhood friend Josh Feldstein\'s mother, Ellie, once said "Josh, if you can get through life, you can get through anything."', 'position': '16', 'datecreated': '2021-06-06T20:05:39.000Z', 'datepublished': '2021-06-06T20:05:39.000Z', 'url': 'https://twitter.com/socialname/status/1401631392115609600'}, {'identifier': '1399479911740579845', 'commentcount': '0', 'articlebody': 'It Was a Terrible Thing https://fb.watch/5R45XZdK79/ via @FacebookWatch', 'position': '17', 'datecreated': '2021-05-31T21:36:26.000Z', 'datepublished': '2021-05-31T21:36:26.000Z', 'url': 'https://twitter.com/socialname/status/1399479911740579845'}, {'identifier': '1396943555785072640', 'commentcount': '0', 'articlebody': 'Fuck antisemitism #fuckantisemitism', 'position': '18', 'datecreated': '2021-05-24T21:37:52.000Z', 'datepublished': '2021-05-24T21:37:52.000Z', 'url': 'https://twitter.com/socialname/status/1396943555785072640'}, {'identifier': '1396808849596760066', 'commentcount': '0', 'articlebody': 'Happy 80th birthday, Bob Dylan . . . now stop making me think about you! #bobdylan80', 'position': '19', 'datecreated': '2021-05-24T12:42:35.000Z', 'datepublished': '2021-05-24T12:42:35.000Z', 'url': 'https://twitter.com/socialname/status/1396808849596760066'}, {'identifier': '1396275518413099011', 'commentcount': '0', 'articlebody': '"\'Cause if I fly I\'ll surely die, and I want to stay around . . " https://leefeldman.bandcamp.com/track/reluctant-cicada… @MargaretRenkl @eleanorlutz @jesusjiminez @scottdodd', 'position': '20', 'datecreated': '2021-05-23T01:23:19.000Z', 'datepublished': '2021-05-23T01:23:19.000Z', 'url': 'https://twitter.com/socialname/status/1396275518413099011'}, {'identifier': '1396267736288858114', 'commentcount': '0', 'articlebody': 'The cicadas are reluctant! https://leefeldman.bandcamp.com/track/reluctant-cicada… #relucantcicada @cjgiaimo #CicadaWatch2021 #cicadas2021 #CicadaBroodX #cicadapocalypse', 'position': '21', 'datecreated': '2021-05-23T00:52:24.000Z', 'datepublished': '2021-05-23T00:52:24.000Z', 'url': 'https://twitter.com/socialname/status/1396267736288858114'}, {'identifier': '1393954195909267457', 'commentcount': '0', 'articlebody': 'Working on slightly altered jazz standards. Today, “All the Things You Ate” . .', 'position': '22', 'datecreated': '2021-05-16T15:39:13.000Z', 'datepublished': '2021-05-16T15:39:13.000Z', 'url': 'https://twitter.com/socialname/status/1393954195909267457'}, {'identifier': '1382968363803148291', 'commentcount': '0', 'articlebody': 'I guess you could say I\'m a singer/songwriter, but I really prefer the term "dentist" . . . http://leefeldman.com', 'position': '23', 'datecreated': '2021-04-16T08:05:26.000Z', 'datepublished': '2021-04-16T08:05:26.000Z', 'url': 'https://twitter.com/socialname/status/1382968363803148291'}, {'identifier': '1382506160520101889', 'commentcount': '1', 'position': '24', 'datecreated': '2021-04-15T01:28:49.000Z', 'datepublished': '2021-04-15T01:28:49.000Z', 'url': 'https://twitter.com/socialname/status/1382506160520101889'}, {'identifier': '1375568476673351683', 'commentcount': '0', 'articlebody': 'Look what I found! STARBOY Eye (one look from my eye is the maximum . . ) collectible https://rarible.com/token/0xd07dc4262bcdbf85190c01c996b4c06a461d2430:385771:0x92a6406bdd9802b28749aeab93ca742a1...', 'position': '25', 'datecreated': '2021-03-26T22:00:56.000Z', 'datepublished': '2021-03-26T22:00:56.000Z', 'url': 'https://twitter.com/socialname/status/1375568476673351683'}, {'identifier': '1346136240664563713', 'commentcount': '2', 'articlebody': 'Which part of "Meow" don\'t you understand?', 'position': '26', 'datecreated': '2021-01-04T16:47:44.000Z', 'datepublished': '2021-01-04T16:47:44.000Z', 'url': 'https://twitter.com/socialname/status/1346136240664563713'}, {'identifier': '1338183208094097411', 'commentcount': '1', 'articlebody': 'Door-hanging for the DSA in Riverdale! @JefferyDinowitz #taxtherich #dsausa', 'position': '27', 'datecreated': '2020-12-13T18:05:13.000Z', 'datepublished': '2020-12-13T18:05:13.000Z', 'url': 'https://twitter.com/socialname/status/1338183208094097411'}, {'identifier': '1325837162844205056', 'commentcount': '2', 'articlebody': 'The Feldman (November, 2020) - https://mailchi.mp/c5ba89a524b1/the-feldman-november-2020…', 'position': '28', 'datecreated': '2020-11-09T16:26:27.000Z', 'datepublished': '2020-11-09T16:26:27.000Z', 'url': 'https://twitter.com/socialname/status/1325837162844205056'}, {'identifier': '1312178361049903104', 'commentcount': '0', 'articlebody': 'MANTIC Trio (Lee Feldman, Rob Price, Chris Moore) "Gangly" https://youtu.be/yuZHxn7WY7k via @YouTube', 'position': '29', 'datecreated': '2020-10-02T23:51:15.000Z', 'datepublished': '2020-10-02T23:51:15.000Z', 'url': 'https://twitter.com/socialname/status/1312178361049903104'}, {'identifier': '1311129736467415042', 'commentcount': '1', 'articlebody': 'Watch “Edge, The Story” on #Vimeo', 'position': '30', 'datecreated': '2020-09-30T02:24:23.000Z', 'datepublished': '2020-09-30T02:24:23.000Z', 'url': 'https://twitter.com/socialname/status/1311129736467415042'}, {'identifier': '1307845832012685318', 'commentcount': '0', 'articlebody': 'MANTIC Trio ad https://youtu.be/3htEbnEX0vQ via @YouTube', 'position': '31', 'datecreated': '2020-09-21T00:55:19.000Z', 'datepublished': '2020-09-21T00:55:19.000Z', 'url': 'https://twitter.com/socialname/status/1307845832012685318'}, {'identifier': '1306213933922086913', 'commentcount': '0', 'position': '32', 'datecreated': '2020-09-16T12:50:44.000Z', 'datepublished': '2020-09-16T12:50:44.000Z', 'url': 'https://twitter.com/socialname/status/1306213933922086913'}, {'identifier': '1299528850800627714', 'commentcount': '0', 'articlebody': "That's the way the world used to work . . .", 'position': '33', 'datecreated': '2020-08-29T02:06:36.000Z', 'datepublished': '2020-08-29T02:06:36.000Z', 'url': 'https://twitter.com/socialname/status/1299528850800627714'}, {'identifier': '1298023868347617285', 'commentcount': '1', 'articlebody': 'Dude. This is like Flipper meets Butthole Surfers meets Eno meets Psychic TV meets bizarre jazz shit I have no idea who. This is new breakthrough shit. Melodic, ambient dissonance. Discord...', 'position': '34', 'datecreated': '2020-08-24T22:26:20.000Z', 'datepublished': '2020-08-24T22:26:20.000Z', 'url': 'https://twitter.com/socialname/status/1298023868347617285'}, {'identifier': '1296919767400550401', 'commentcount': '0', 'articlebody': 'Mantic Trio https://open.spotify.com/artist/0tiRfdKuqyUrmniSosfYii?si=il9CTc9zSeCFpO3jTmkbzA… #NowPlaying', 'position': '35', 'datecreated': '2020-08-21T21:19:02.000Z', 'datepublished': '2020-08-21T21:19:02.000Z', 'url': 'https://twitter.com/socialname/status/1296919767400550401'}, {'identifier': '1287011341425942528', 'commentcount': '0', 'articlebody': 'Mantic Trio coming out next month, with Chris Moore, drums and Rob Price, guitar #experimentalmusic #improvisedmusic, #noiserock', 'position': '36', 'datecreated': '2020-07-25T13:06:29.000Z', 'datepublished': '2020-07-25T13:06:29.000Z', 'url': 'https://twitter.com/socialname/status/1287011341425942528'}, {'identifier': '1284272610768027649', 'commentcount': '0', 'articlebody': 'Fascism is here (Portland). National strike, anyone?', 'position': '37', 'datecreated': '2020-07-17T23:43:45.000Z', 'datepublished': '2020-07-17T23:43:45.000Z', 'url': 'https://twitter.com/socialname/status/1284272610768027649'}, {'identifier': '1283524349983588353', 'commentcount': '0', 'position': '38', 'datecreated': '2020-07-15T22:10:26.000Z', 'datepublished': '2020-07-15T22:10:26.000Z', 'url': 'https://twitter.com/socialname/status/1283524349983588353'}, {'identifier': '1281770776199335937', 'commentcount': '0', 'articlebody': '“What should one do with one’s life? More money is not the answer — it only postpones answering the question.” Giorgos Kallis (Degrowth)', 'position': '39', 'datecreated': '2020-07-11T02:02:21.000Z', 'datepublished': '2020-07-11T02:02:21.000Z', 'url': 'https://twitter.com/socialname/status/1281770776199335937'}, {'identifier': '1280658620934492160', 'commentcount': '0', 'articlebody': '"Life isn\'t everything." - Mike Nichols', 'position': '40', 'datecreated': '2020-07-08T00:23:03.000Z', 'datepublished': '2020-07-08T00:23:03.000Z', 'url': 'https://twitter.com/socialname/status/1280658620934492160'}]}}
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'https://twitter.com/eyemartyfeldman/status/749800704089333761'}, {'identifier': '743590595701047296', 'commentcount': '0', 'articlebody': 'Yellowbeard Set http://theofficialmartyfeldman.com/main/news/yellowbeard-set/…', 'position': '3', 'datecreated': '2016-06-16T23:46:27.000Z', 'datepublished': '2016-06-16T23:46:27.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/743590595701047296'}, {'identifier': '738885644965945344', 'commentcount': '0', 'articlebody': 'Resurrected http://theofficialmartyfeldman.com/main/news/resurrected/…', 'position': '4', 'datecreated': '2016-06-04T00:10:40.000Z', 'datepublished': '2016-06-04T00:10:40.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/738885644965945344'}, {'identifier': '737727371571253248', 'commentcount': '0', 'articlebody': 'I just uploaded "It\'s Marty Resurrected part 1" to @Vimeo:', 'position': '5', 'datecreated': '2016-05-31T19:28:06.000Z', 'datepublished': '2016-05-31T19:28:06.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/737727371571253248'}, {'identifier': '736331627324792832', 'commentcount': '0', 'articlebody': 'Marty Doc http://theofficialmartyfeldman.com/main/news/marty-doc/…', 'position': '6', 'datecreated': '2016-05-27T23:01:54.000Z', 'datepublished': '2016-05-27T23:01:54.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/736331627324792832'}, {'identifier': '733779010593935362', 'commentcount': '1', 'articlebody': 'Flippin’ http://theofficialmartyfeldman.com/main/news/flippin/…', 'position': '7', 'datecreated': '2016-05-20T21:58:43.000Z', 'datepublished': '2016-05-20T21:58:43.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/733779010593935362'}, {'identifier': '731584781125746688', 'commentcount': '0', 'articlebody': 'Too Old to Die Young http://theofficialmartyfeldman.com/main/news/too-old-to-die-young/…', 'position': '8', 'datecreated': '2016-05-14T20:39:38.000Z', 'datepublished': '2016-05-14T20:39:38.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/731584781125746688'}, {'identifier': '728494767227609089', 'commentcount': '0', 'articlebody': 'One Pair of eYEs http://theofficialmartyfeldman.com/main/news/one-pair-of-eyes/…', 'position': '9', 'datecreated': '2016-05-06T08:01:01.000Z', 'datepublished': '2016-05-06T08:01:01.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/728494767227609089'}, {'identifier': '726159558733778944', 'commentcount': '0', 'articlebody': 'Marty’s Big Night Out! http://theofficialmartyfeldman.com/main/news/martys-big-night-out/…', 'position': '10', 'datecreated': '2016-04-29T21:21:44.000Z', 'datepublished': '2016-04-29T21:21:44.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/726159558733778944'}, {'identifier': '723561867226931201', 'commentcount': '0', 'articlebody': 'DeluxE http://theofficialmartyfeldman.com/main/news/deluxe/…', 'position': '11', 'datecreated': '2016-04-22T17:19:26.000Z', 'datepublished': '2016-04-22T17:19:26.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/723561867226931201'}, {'identifier': '721081866158080000', 'commentcount': '0', 'articlebody': 'Eric on Marty http://theofficialmartyfeldman.com/main/news/eric-on-marty/…', 'position': '12', 'datecreated': '2016-04-15T21:04:48.000Z', 'datepublished': '2016-04-15T21:04:48.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/721081866158080000'}, {'identifier': '718584000307015680', 'commentcount': '0', 'articlebody': 'Martin and Feldman http://theofficialmartyfeldman.com/main/news/martin-and-feldman/…', 'position': '13', 'datecreated': '2016-04-08T23:39:10.000Z', 'datepublished': '2016-04-08T23:39:10.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/718584000307015680'}, {'identifier': '716012001634291712', 'commentcount': '0', 'articlebody': 'London 1970 http://theofficialmartyfeldman.com/main/news/london-1970/…', 'position': '14', 'datecreated': '2016-04-01T21:18:58.000Z', 'datepublished': '2016-04-01T21:18:58.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/716012001634291712'}, {'identifier': '713875334370697216', 'commentcount': '0', 'articlebody': 'Sex with a Smile http://theofficialmartyfeldman.com/main/news/sex-with-a-smile/…', 'position': '15', 'datecreated': '2016-03-26T23:48:37.000Z', 'datepublished': '2016-03-26T23:48:37.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/713875334370697216'}, {'identifier': '710945594424975360', 'commentcount': '0', 'articlebody': 'Friday’s with Marty http://theofficialmartyfeldman.com/main/news/fridays-with-marty/…', 'position': '16', 'datecreated': '2016-03-18T21:46:53.000Z', 'datepublished': '2016-03-18T21:46:53.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/710945594424975360'}, {'identifier': '708426539038146560', 'commentcount': '0', 'articlebody': 'Lauretta http://theofficialmartyfeldman.com/main/news/lauretta/…', 'position': '17', 'datecreated': '2016-03-11T22:57:03.000Z', 'datepublished': '2016-03-11T22:57:03.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/708426539038146560'}, {'identifier': '705902375811166209', 'commentcount': '0', 'articlebody': 'Marty TV Shows http://theofficialmartyfeldman.com/main/news/marty-tv-shows/…', 'position': '18', 'datecreated': '2016-03-04T23:46:56.000Z', 'datepublished': '2016-03-04T23:46:56.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/705902375811166209'}, {'identifier': '703305633735450625', 'commentcount': '1', 'articlebody': 'Marty Documentary http://theofficialmartyfeldman.com/main/news/marty-documentary/…', 'position': '19', 'datecreated': '2016-02-26T19:48:24.000Z', 'datepublished': '2016-02-26T19:48:24.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/703305633735450625'}, {'identifier': '700840082476027905', 'commentcount': '1', 'articlebody': 'I just uploaded "A Speight of Marty Back Together Again part 3" to @Vimeo:', 'position': '20', 'datecreated': '2016-02-20T00:31:11.000Z', 'datepublished': '2016-02-20T00:31:11.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/700840082476027905'}, {'identifier': '700840080555032577', 'commentcount': '1', 'articlebody': 'I just uploaded "A Speight of Marty Back Together Again part 1" to @Vimeo:', 'position': '21', 'datecreated': '2016-02-20T00:31:10.000Z', 'datepublished': '2016-02-20T00:31:10.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/700840080555032577'}, {'identifier': '700839770944106496', 'commentcount': '0', 'articlebody': 'I just uploaded "Marty Amok part 2" to @Vimeo:', 'position': '22', 'datecreated': '2016-02-20T00:29:57.000Z', 'datepublished': '2016-02-20T00:29:57.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/700839770944106496'}, {'identifier': '700839766930169856', 'commentcount': '0', 'articlebody': 'I just uploaded "Marty Amok part 4" to @Vimeo:', 'position': '23', 'datecreated': '2016-02-20T00:29:56.000Z', 'datepublished': '2016-02-20T00:29:56.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/700839766930169856'}, {'identifier': '700839753160269824', 'commentcount': '0', 'articlebody': 'I just uploaded "Marty Amok part 3" to @Vimeo:', 'position': '24', 'datecreated': '2016-02-20T00:29:52.000Z', 'datepublished': '2016-02-20T00:29:52.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/700839753160269824'}, {'identifier': '700839643957301248', 'commentcount': '0', 'articlebody': 'I just uploaded "Marty Amok part 1" to @Vimeo:', 'position': '25', 'datecreated': '2016-02-20T00:29:26.000Z', 'datepublished': '2016-02-20T00:29:26.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/700839643957301248'}, {'identifier': '700823289241817088', 'commentcount': '0', 'articlebody': 'eyE Muppeteer! http://theofficialmartyfeldman.com/main/news/eye-muppeteer/…', 'position': '26', 'datecreated': '2016-02-19T23:24:27.000Z', 'datepublished': '2016-02-19T23:24:27.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/700823289241817088'}, {'identifier': '698284766257262592', 'commentcount': '0', 'articlebody': 'The Bed Sitting Room http://theofficialmartyfeldman.com/main/news/the-bed-sitting-room/…', 'position': '27', 'datecreated': '2016-02-12T23:17:16.000Z', 'datepublished': '2016-02-12T23:17:16.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/698284766257262592'}, {'identifier': '695713561524379648', 'commentcount': '0', 'articlebody': 'Marty and the Cartoonist http://theofficialmartyfeldman.com/main/news/marty-and-the-cartoonist/…', 'position': '28', 'datecreated': '2016-02-05T21:00:13.000Z', 'datepublished': '2016-02-05T21:00:13.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/695713561524379648'}, {'identifier': '693184533512892416', 'position': '29', 'datecreated': '2016-01-29T21:30:46.000Z', 'datepublished': '2016-01-29T21:30:46.000Z'}, {'identifier': '691608740605337600', 'commentcount': '0', 'articlebody': "Was asked if I'm a Marty Feldman fan - one of my favourite sketches https://youtu.be/_epStsDeIdc via @YouTube", 'datecreated': '2016-01-25T13:09:07.000Z', 'datepublished': '2016-01-25T13:09:07.000Z', 'url': 'https://twitter.com/jamiesont/status/691608740605337600'}, {'identifier': '693178221026631681', 'commentcount': '1', 'articlebody': '‘Four, left, I mean right, FUCK!’ http://theofficialmartyfeldman.com/main/news/four-left-i-mean-right-fuck/…', 'position': '30', 'datecreated': '2016-01-29T21:05:41.000Z', 'datepublished': '2016-01-29T21:05:41.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/693178221026631681'}, {'identifier': '691377515164602369', 'commentcount': '1', 'articlebody': 'Hilarious outtakes with Madeline Kahn and Marty Feldman in "Young Frankenstein" (1974)', 'position': '31', 'datecreated': '2016-01-24T21:50:19.000Z', 'datepublished': '2016-01-24T21:50:19.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/691377515164602369'}, {'identifier': '691376941421580289', 'commentcount': '0', 'articlebody': 'Young Frankenstein: Working with Marty Feldman http://flip.it/p8irA @MelBrooks', 'position': '32', 'datecreated': '2016-01-24T21:48:02.000Z', 'datepublished': '2016-01-24T21:48:02.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/691376941421580289'}, {'identifier': '691376056398274560', 'commentcount': '0', 'articlebody': 'RT: @bnokj', 'position': '33', 'datecreated': '2016-01-24T21:44:31.000Z', 'datepublished': '2016-01-24T21:44:31.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/691376056398274560'}, {'identifier': '691375633289474048', 'commentcount': '3', 'position': '34', 'datecreated': '2016-01-24T21:42:50.000Z', 'datepublished': '2016-01-24T21:42:50.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/691375633289474048'}, {'identifier': '691375338203418624', 'commentcount': '0', 'articlebody': 'RT @peterhayes123: Marty Feldman: much missed.', 'position': '35', 'datecreated': '2016-01-24T21:41:40.000Z', 'datepublished': '2016-01-24T21:41:40.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/691375338203418624'}, {'identifier': '691373918850945024', 'commentcount': '0', 'articlebody': 'RT @bnokj: This Marty Feldman poem was too good not to share. Really enjoying his autobiography. A sweet, funny man.', 'position': '36', 'datecreated': '2016-01-24T21:36:02.000Z', 'datepublished': '2016-01-24T21:36:02.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/691373918850945024'}, {'identifier': '690974706132983809', 'commentcount': '0', 'articlebody': 'Marty Meets Tom http://theofficialmartyfeldman.com/main/news/marty-meets-tom/…', 'position': '37', 'datecreated': '2016-01-23T19:09:42.000Z', 'datepublished': '2016-01-23T19:09:42.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/690974706132983809'}, {'identifier': '690694860903469057', 'commentcount': '0', 'articlebody': 'I just uploaded "Marty Feldman - Vatican Rag - Tom Lehrer" to @Vimeo:', 'position': '38', 'datecreated': '2016-01-23T00:37:41.000Z', 'datepublished': '2016-01-23T00:37:41.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/690694860903469057'}, {'identifier': '690694855853522944', 'commentcount': '0', 'articlebody': 'I just uploaded "A Speight of Marty Back Together Again part 1" to @Vimeo:', 'position': '39', 'datecreated': '2016-01-23T00:37:40.000Z', 'datepublished': '2016-01-23T00:37:40.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/690694855853522944'}, {'identifier': '690694607471038464', 'commentcount': '3', 'articlebody': 'I just uploaded "Marty Feldman - National Brotherhood Week - Tom Lehrer" to @Vimeo:', 'position': '40', 'datecreated': '2016-01-23T00:36:41.000Z', 'datepublished': '2016-01-23T00:36:41.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/690694607471038464'}]}}

Phil 1.16.2023

Lost Robert, my cousin. Trying to figure out what happened.

ChatGPT is not all you need. A State of the Art Review of large Generative AI models

During the last two years there has been a plethora of large generative models such as ChatGPT or Stable Diffusion that have been published. Concretely, these models are able to perform tasks such as being a general question and answering system or automatically creating artistic images that are revolutionizing several sectors. Consequently, the implications that these generative models have in the industry and society are enormous, as several job positions may be transformed. For example, Generative AI is capable of transforming effectively and creatively texts to images, like the DALLE-2 model; text to 3D images, like the Dreamfusion model; images to text, like the Flamingo model; texts to video, like the Phenaki model; texts to audio, like the AudioLM model; texts to other texts, like ChatGPT; texts to code, like the Codex model; texts to scientific texts, like the Galactica model or even create algorithms like AlphaTensor. This work consists on an attempt to describe in a concise way the main models are sectors that are affected by generative AI and to provide a taxonomy of the main generative models published recently.

Book

Send in copyright and chapter spreadsheets – done

GPT Agents

Update PyPi since no changes for a while – done! This was very handy. Glad I left it for myself

Phil 1.15.2023

Tracr: Compiled Transformers as a Laboratory for Interpretability

Interpretability research aims to build tools for understanding machine learning (ML) models. However, such tools are inherently hard to evaluate because we do not have ground truth information about how ML models actually work. In this work, we propose to build transformer models manually as a testbed for interpretability research. We introduce Tracr, a “compiler” for translating human-readable programs into weights of a transformer model. Tracr takes code written in RASP, a domain-specific language (Weiss et al. 2021), and translates it into weights for a standard, decoder-only, GPT-like transformer architecture. We use Tracr to create a range of ground truth transformers that implement programs including computing token frequencies, sorting, and Dyck-n parenthesis checking, among others. To enable the broader research community to explore and use compiled models, we provide an open-source implementation of Tracr at this https URL.

Phil 1.13.2023

Brian is coming over this evening to do Bossomatic things

Chores!

GPT-Agents

Put a LLM Sociology roadmap project together in Overleaf
I just checked that a Google site search can point to a Mastodon instance and get result counts for a search term including date ranges. This can be the core of the term explorer. And it should work for Twitter and Reddit as well. https://developers.google.com/custom-search/v1/reference/rest/v1/cse/list

SBIRs

Continuing Space is a latent sequence: Structured sequence learning as a unified theory of representation in the hippocampus
War Elephants meeting at 2:30 with Very Important People

Phil 1.12.2023

Dinner at 6:00, talk at 7:00

GPT Agents

Coronavirus and the plague of antisemitism
Submit to Arxiv – done
- Downloaded, compiled, and saved to SVN
- Create ArXiV format with references and less ACM cruft – done!
Set up PNAS paper
Set up a roadmap Overleaf
Continue reading Space is a Latent Sequence

SBIRs

9:15 standup
Finish first pass of editing – done
Talk to Rukan about loss function. Everything looks really good, enough for a paper that shows binary encoding trains faster and is more accurate than one-hot. We also discussed ways of indicating confidence.
Register for GSAW and get tix, hotel – done!

Phil 1.11.2023

Mastering Diverse Domains through World Models

General intelligence requires solving tasks across many domains. Current reinforcement learning algorithms carry this potential but are held back by the resources and knowledge required to tune them for new tasks. We present DreamerV3, a general and scalable algorithm based on world models that outperforms previous approaches across a wide range of domains with fixed hyperparameters. These domains include continuous and discrete actions, visual and low-dimensional inputs, 2D and 3D worlds, different data budgets, reward frequencies, and reward scales. We observe favorable scaling properties of DreamerV3, with larger models directly translating to higher data-efficiency and final performance. Applied out of the box, DreamerV3 is the first algorithm to collect diamonds in Minecraft from scratch without human data or curricula, a long-standing challenge in artificial intelligence. Our general algorithm makes reinforcement learning broadly applicable and allows scaling to hard decision making problems.

Book

Still no word back from Disney. If I don’t get anything back by the 15th, I’ll put in Fair Use for cultural criticism and see what happens

GPT Agents

Continuing Space is a latent sequence: Structured sequence learning as a unified theory of representation in the hippocampus
4:00 Meeting
- Op-Ed: COVID-19 Has Unleashed Vile Antisemitism
- Submit to Arxiv
- Set up PNAS paper template
- Roadmap of what papers

SBIRs

MORS rewrite
Beyond Single-Mindedness: A Figure-Ground Reversal for the Cognitive Sciences
- A fundamental fact about human minds is that they are never truly alone: all minds are steeped in situated interaction. That social interaction matters is recognized by any experimentalist who seeks to exclude its influence by studying individuals in isolation. On this view, interaction complicates cognition. Here, we explore the more radical stance that interaction co-constitutes cognition: that we benefit from looking beyond single minds toward cognition as a process involving interacting minds. All around the cognitive sciences, there are approaches that put interaction center stage. Their diverse and pluralistic origins may obscure the fact that collectively, they harbor insights and methods that can respecify foundational assumptions and fuel novel interdisciplinary work. What might the cognitive sciences gain from stronger interactional foundations? This represents, we believe, one of the key questions for the future. Writing as a transdisciplinary collective assembled from across the classic cognitive science hexagon and beyond, we highlight the opportunity for a figure-ground reversal that puts interaction at the heart of cognition. The interactive stance is a way of seeing that deserves to be a key part of the conceptual toolkit of cognitive scientists.
Register for GSAW and get tix, hotel

Phil 1.10.2023

Space is a latent sequence: Structured sequence learning as a unified theory of representation in the hippocampus

Fascinating and puzzling phenomena, such as landmark vector cells, splitter cells, and event-specific representations to name a few, are regularly discovered in the hippocampus. Without a unifying principle that can explain these divergent observations, each experiment seemingly discovers a new anomaly or coding type. Here, we provide a unifying principle that the mental representation of space is an emergent property of latent higher-order sequence learning. Treating space as a sequence resolves myriad phenomena, and suggests that the place-field mapping methodology where sequential neuron responses are interpreted in spatial and Euclidean terms might itself be a source of anomalies. Our model, called Clone-structured Causal Graph (CSCG), uses a specific higher-order graph scaffolding to learn latent representations by mapping sensory inputs to unique contexts. Learning to compress sequential and episodic experiences using CSCGs result in the emergence of cognitive maps – mental representations of spatial and conceptual relationships in an environment that are suited for planning, introspection, consolidation, and abstraction. We demonstrate that over a dozen different hippocampal phenomena, ranging from those reported in classic experiments to the most recent ones, are succinctly and mechanistically explained by our model.

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GPT Agents

Got the paper submitted! Need to start putting in some place holders in the 2023 calendar
- Roadmap for Researchers on Priorities Related to Information Integrity Research and Development

SBIRs

9:15 – 9:30 Standup
1:00 – 1:30 biweekly meeting
2:00 – 3:00 Weekly status report
3:00 – 5:00 MORS Journal meeting with Aaron

Phil 1.9.2023

Getting ready to submit to IUI 2023. Gotta have a demo!

viztales

Dimension reduction, State, Orientation, and Speed

Category Archives: Phil

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