Sherry Yang
@mengjiao_yangResearch Scientist @GoogleDeepMind | PhD Student @UCBerkeley. Previously M.Eng. / B.S. @MIT.
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This was a really fun collaboration between experts in materials science, diffusion, and foundation models. Connecting material generation with foundation models (although still loosely in this work) has so many exciting implications!
Checkout Generative Hierarchical Materials Search (GenMS) – a framework for generating crystal structures from natural language. Website: generative-materials.github.io Paper: arxiv.org/abs/2409.06762
Source for this figure: arxiv.org/abs/2205.10816. Procedure Cloning is a simple but powerful idea: Teach the model not just what action to take but also the procedure for how to find this action. Original Tweet: x.com/mengjiao_yang/…
My Bet: Strawberry is algorithm distillation/procedural cloning. Everyone right now is coming up with ways to distill System 2 into System 1, but that will always be limited. We need to train the model to run the algorithms, not just outputs (and post-train with RL of course).
Looking forward to presenting the following papers @icmlconf: - Position paper on Video Generation for Decision Making arxiv.org/abs/2402.17139 (Tue 1:30 - 3pm #2613). - Code as Reward for real-world RL with VLMs arxiv.org/abs/2402.04764 (Thur 1:30-3pm #1115).
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