Aman Bhargava
@ABhargava2000
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New work on LLM Control Theory! We frame LLMs as discrete dynamical systems and study prompting through the lens of reachability and controllability. We even proved some theorems!! Joint work my fellow EngSci 2T2 @witkowski_cam, Dr. @Sz_Looi, advised by Prof. Matt Thomson 🚀
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Congrats guys!! Can't wait to try it out
AugmentOS 1.0 has dropped. AugmentOS is the open source OS and super app for smart glasses. It enables apps and AI agents for the next 8 billion personal devices. And we're launching today, with hardware you can buy today. 1/🧵
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RT @SakanaAILabs: Introducing ASAL: Automating the Search for Artificial Life with Foundation Models Artificial L���
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RT @willccbb: none of the big labs have shipped anything resembling lifelong memory. they haven't really even shipped RAG. none of the open…
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RT @vafidisp: Disentangled representations are widely observed, from pretrained LLMs to brains. We provide theoretical guarantees for thei…
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RT @Ashwinreads: currently having my mind blown reading this book in a coffee shop. seriously wtf, wish i found this sooner.
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RT @JainRohan16: ✨Our new @unireps paper tries to answer why the Lottery Ticket Hypothesis (LTH) fails to work for different random inits t…
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RT @witkowski_cam: CNNs (@ylecun, @Yoshua_Bengio) led to Spherical CNNs (@TacoCohen, @mario1geiger, @jonkhler, @wellingmax), and eventually…
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RT @wellingmax: A few remarks on the post: -I am not disgruntled about a citation (nor are my co-authors it seems). It is just a reminder t…
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If 2 Macbook Airs can simulate ~hours-days worth of 512-1024 cell systems in <24h, how many millennia of evolution can we get with N cells on 24 H100s in a month?
We haven’t even scaled to gpu’s yet 🤪
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All SE(3) transformer cellular automata morphogenesis experiments (0:55+) ran in <24h on @witkowski_cam and my MacBook Airs. Watching life-like morphogenesis emerge on simple hardware is surreal 👾 Those of you already in the NCA/morphogenesis/emergence club (@zzznah @drmichaellevin @hardmaru @HershBhargava) might enjoy this 3-minute condensed video 🤠 Watch @witkowski_cam's 5min video below for the full story (including Alphafold/@GoogleDeepMind beef 👀)
I want to understand life. This new project is my biggest advance yet 🚨 Announcing: SE(3) Equivariant Transformer Cellular Automata for Morphogenesis
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RT @wellingmax: Could the “guy who worked on Alphafold” saying “This paper sure saved our ass on that Nobel prize” come forward please? May…
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RT @witkowski_cam: A short(er) explanation of SE(3) Equivariant Transformer Cellular Automata for Morphogenesis Credits to @ABhargava2000…
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