Michael Hodel @bayesilicon
writer (of programs) | AI researcher @tufalabs github.com/michaelhodel Zurich, Switzerland Joined November 2021-
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Introducing: ✨Nexus✨ Nexus is a tool to create, run and monitor AI agents. You can connect these agents to computers, phones and even robots. Our vision-first AI agents interact with environments much like humans do, enabling them to perform tasks that were previously…
📝 New research: AlphaWrite applies evolutionary algorithms to creative writing. Inspired by AlphaEvolve, we use iterative generation + Elo ranking to systematically improve story quality through inference-time compute scaling. Results: 72% preference over baseline generation…
Excited to advance our lead and SoTA score on ARC-AGI-2 (@arcprize) by 3 points to 15.28. @DriesSmit1 @MohamedOsmanML @bayesilicon @GregKamradt @tufalabs kaggle.com/competitions/a…
🚨 NEW PAPER DROP! Wouldn't it be nice if LLMs could spot and correct their own mistakes? And what if we could do so directly from pre-training, without any SFT or RL? We present a new class of discrete diffusion models, called GIDD, that are able to do just that: 🧵1/12
Happy to announce we outperformed @OpenAI o1 with a 7B model :) We released two self-improvement methods for verifiable domains in our preliminary paper -->
Today, MindsAI (@MindsAI_Jack @MohamedOsmanML @bayesilicon) becomes part of @tufalabs First assignment: complete the @arcprize challenge
Great presentation on some unique TTT ideas and experiments by Jonas Hübotter @tufalabs. youtu.be/vei7uf9wOxI?si…
Consulting my heart... Ok, looks like you haven't. But whenever you have a SotA (or close) solution built on top of the OpenAI API we're more than happy to verify it and add it to the public ARC Prize leaderboard. Anything using less than $10k worth of API calls is eligible.
Consulting my heart... Ok, looks like you haven't. But whenever you have a SotA (or close) solution built on top of the OpenAI API we're more than happy to verify it and add it to the public ARC Prize leaderboard. Anything using less than $10k worth of API calls is eligible.
it's not solved
talk is still cheap
ARC prize 2024 🥈place paper by the ARChitects who scored 53.5 (56.5): github.com/da-fr/arc-priz… - Transformers/LLMs are for ARC what ConvNets were for Imagenet - strong base model, TTT, specialized datasets (e.g. @bayesilicon’s re-arc) + novel: DFS sampling with LLM critique
very excited to win guys, it's been such a blast! let's goo
very excited to win guys, it's been such a blast! let's goo
Have been working on my 2nd synthetic ARC riddle generator (agent: ideation -> prog generation). Got >1k diverse generator+solver pairs as PoC so far. Some nice examples:
We got upto 55.5% on the @arcprize leaderboard today! Progress towards the 60.2 % milestone of median human performance reported by arxiv.org/pdf/2409.01374 is not slowing down. @MindsAI_Jack @bayesilicon
New ARC-AGI paper @arcprize w/ fantastic collaborators @xu3kev @HuLillian39250 @ZennaTavares @evanthebouncy @BasisOrg For few-shot learning: better to construct a symbolic hypothesis/program, or have a neural net do it all, ala in-context learning? cs.cornell.edu/~ellisk/docume…
New SoTA on ARC-AGI. Nothing like the synergy of an awesome team (@bayesilicon @MohamedOsmanML). From 53 to 54.5 today. Onward and upward! 🚀 @arcprize @mikeknoop @fchollet @bryanlanders @GregKamradt @MLStreetTalk First. #kaggle - kaggle.com/competitions/a…
yes
just achieved a score of 53% on the @arcprize - what a feeling! @MindsAI_Jack @MohamedOsmanML lets gooo!
We trained a Vision Transformer to solve ONE single task from @fchollet and @mikeknoop’s @arcprize. Unexpectedly, it failed to produce the test output, even when using 1 MILLION examples! Why is this the case? 🤔
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