summerfieldlab @summerfieldlab.bsky.social @summerfieldlab
Investigating the mechanisms that underpin human learning, perception and cognition, headed by Chris Summerfield humaninformationprocessing.com Oxford University Joined January 2013-
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This project was a long time coming. We used deep RL to find distribution mechanisms that encourage humans to behave sustainably, in a common-pool resource game. Led by @Miruna_Pislar and Raphael Koster arxiv.org/abs/2404.15059
can deep networks show cognitive flexibility? find out here
can deep networks show cognitive flexibility? find out here
📢 8 days left to apply to the @EMBOevents Summer School for Advanced Modeling of Behavior in sunny Barcelona! 😎🌊⛱️ bambschool.org
📢 8 days left to apply to the @EMBOevents Summer School for Advanced Modeling of Behavior in sunny Barcelona! 😎🌊⛱️ bambschool.org
UK AI Safety institute is advertising three jobs for people with behavioural / cognitive / social science backgrounds and an interest in AI Safety...deadline for the last 2 coming up on sunday, follow links here: gov.uk/government/new…
It's time to apply to BAMB! again. Come and learn everything about computational models of behaviour - Bayes, RL, Sequential Sampling, Latent Variable models, and Neural Networks - in Barcelona, 16-25 July. Applications close 16 Feb. bambschool.org
If you want to do world class AI research from within government, this is your chance. AISI is building a really strong technical team to work on AI safety - several positions now available: gov.uk/government/new…
The UK's AI Safety Institute is hiring. In my (biased) view, this one of the best places to do AI research/engineering for the public good, with top talent & the resources / backing / access of gov. Super excited for even more technical ppl to join gov :) 🧵 on open roles! 1/9
amazing! kudos to Alex and colleagues for doing this
interesting job for an RE to work at the intersection of AI and social science: nuffield.ox.ac.uk/the-college/jo…
What does the future of #neuroscience look like in the age of big data and advanced #AI models? @summerfieldlab @kevinjmiller10 advocate for approaches that combine the merits of data-driven model discovery and hypothesis-driven model comparison. plos.io/46rXI2o
*possibly not pseudoscience* - new paper in Neuron with @PMuhleKarbe @hannahsheahan @nico_schuck @hugospiers @GiovanniPezzulo. Goal seeking compresses neural representations of space (in hippocampal BOLD.) enjoy. sciencedirect.com/science/articl…
People often say that leading LLMs may reason more effectively if there are large quantities of computer code in their training corpus. Is there actually any evidence for this claim or is it just speculation? anyone know a reference?
I asked Google how to get from Durham to Oxford, and it proposed going via Perth (in Scotland). I thought that sounded sketchy, but apparently there is a wormhole that gets you from Perth to Oxford in under a minute, on foot apparently. Am I the only one that didn't know?
It’s #CCN2023 day! Hope you’re all as excited as we are. The registration desk opens from 12pm today. If you’re taking part in *mind-matching* at 1.30pm, please arrive a little before the start time to collect your badge (it contains your mind-matching groups). See you there!
Barcelona summer school for advanced modelling of behaviour starts today. Welcome to our students! And thank you @heikecstein @AlexHyafil @marion_rouault @kwwimmer for putting in a huge effort to make this happen. It's going to be a fun 10 days.
which model should I use to fit my decision-making data? a cheat sheet (I wrote this for a talk years ago and just rediscovered it)
Cognitive models of behavior are a key part of neuroscience. But discovering them is hard! Neural networks are powerful models. But interpreting them cognitively is hard! We explore automatically learning interpretable models using "Disentangled RNNs" biorxiv.org/content/10.110…
Luiz Pessoa @PessoaBrain
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It is an amazing time to work in the cognitive science of language. Here are a few remarkable recent results, many of which highlight ways in which the critiques of LLMs (especially from generative linguistics!) have totally fallen to pieces.
I am happy to announce that I will be joining the UK AI Safety Institute (AISI) soon as a Research Director. Over 2023 I have been very impressed with the progress made by the UK via the AI Safety Institute and AI Safety Summit, and I am excited to join the team!
1/ The AI Safety Institute has been in operation for almost eight months and I'm excited to announce some huge new hires. We have begun pre-deployment testing for potentially harmful capabilities on advanced AI systems. This is our third progress report: gov.uk/government/pub…
Here we go: My team is hiring a Research Engineer to advance safety and inclusion for all those big bad large models you see out there on the street. Happy to chat about it, but it's basically the coolest team in the coolest city with the coolest people doing the coolest work.
Are you passionate about safe and equitable AI systems? Do you have experience as a tech lead for large multidisciplinary research projects? My team 'VOICES of all in AI alignment' at @GoogleDeepMind London is hiring a Research Engineer boards.greenhouse.io/deepmind/jobs/…
Congratulations Dr @MichalJWojcik! It has been a delight to supervise you alongside @nick_e_myers and the late @StokesNeuro. Many thanks to Jill O'Reilly and @janexwang for acting as examiners, and wishing you all the best in future endeavours with @somnirons lab.
Welcome (back) @ProfExistence. So thrilled to be working with you on THE UNIVERSAL HISTORY OF US 🌎
Fabulous meeting today with @PenguinBooks to discuss the launch of my forthcoming book. penguin.co.uk/books/459065/t… I have rejoined Twitter, and this is my first tweet in over five years.
Personal update: as of this week, I’ve joined @cocosci_lab as a postdoc! Really looking forward to the next chapter of my academic career being part of the cognitive science community at @Princeton
What an incredible honour to receive this award, especially given the presence of many of my scientific heroes among the previous awardees. Thank you to the committee, and to my nominators - and to the scientists I have been lucky enough to work with, both as mentor and mentee.
#CNS2024 | Congratulations to Peter Kok and Ella Striem-Amit for being awarded the 2024 Young Investigator Award. We look forward to hearing their award lectures at CNS 2024 in Toronto!
Currently halfway through (the interesting and excellently-flowing) Natural General Intelligence by @summerfieldlab 🦾🧠
Happy would be Birthday Mark @StokesNeuro. Miss you.
New paper with @BernhardSpitzer , investigating WM through miniature eye movements. We found that, even during attempted fixation, gaze patterns not only reflect memory content but also capture its dynamic evolution over time. Available on @NatureHumBehav nature.com/articles/s4156…
Today I finished going through the final edits for my second book. I’ve been writing it since mid 2021, and it’s really, really nice to at last be able to say it’s done penguin.co.uk/books/451093/c…
@summerfieldlab @StephanZheng @jzl86 @akbarpour_ @DrDaronAcemoglu Hi Chris, thanks for your comment! This is the link for the second paper: arxiv.org/pdf/2310.19903… Also, I will send you the first paper via email.
Our commentary is now out in Behavioral and Brain Sciences: doi.org/10.1017/S01405…. Be sure to check out the other interesting commentaries and author responses! w/ @aran_nayebi, @vansteenkiste_s, & Matt Jones
How should we build models more aligned with human cognition? To induce more human-like behaviors & representations, let’s train embodied, interactive agents in rich, ethologically-relevant environments. w/ @aran_nayebi, @vansteenkiste_s, & Matt Jones psyarxiv.com/a35mt/
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Not at all a demonstration of RL. It is model-based planning, and then local reactive adjustments. Also shows how smart animals are, without requiring language instruction.
Reinforcement learning explained
pause AI until we can get this figured out
@owocki the thing about AI that people don't understand is that it's got all these risks. but also ! all these opportunities. not to mention the risks. but ! think of the opportunities. but the risks :( but the opportunit
🧵1/8 🚀 Exciting News from the Cognitive Science and ML Front! 🧠 After a fantastic journey at @MPICybernetics, a new chapter begins. I'm thrilled to announce my new role as the Director of the Institute of Human-Centered AI at @HelmholtzMunich based in @CompHealthMuc.
Starting now: a panel discussion featuring @AnnDuan2, @behrenstimb, @eckstein_maria, @summerfieldlab and Alexandra Keinath, moderated by @caswellcaswell #UCLNeuroAI2023
The last book 📖 recommendation I got from @MLStreetTalk was @summerfieldlab's "Natural General Intelligence," and I loved it. I think 🤔 I'll enjoy this one as well. Looking forward to the reading 📚 it. "Understanding Deep Learning." 🙌🏾
Prof. Simon Prince @SimonPrinceAI is about to drop what will likely become the reference textbook for deep learning called "Understanding Deep Learning". Interview dropping soon on MLST! CC @ylecun @SchmidhuberAI @geoffreyhinton