Digital biology took off. We trained largest biological foundation model for genome-scale modeling of #coronavirus to predict new variants of concern. It won the 2022 ACM Gordon Bell Special Prize for HPC-Based COVID-19 Research.
@animaanandkumar
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Neural Operators Accelerate Scientific Computing with Massive Speedups
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Neural operators accelerated science. Carbon capture and storage modeling and weather forecasting achieved 4-5 orders of magnitude speedups. We improved mask optimization in lithography and inverse design of airfoils. They learned chaotic systems.
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Postdoc Opportunity in Surgical AI with Anand Kumar
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Apply to do a postdoc with me and @AjhungMD on Surgical AI https://
cms.caltech.edu/about/position
s/surgicalai
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MoleculeSTM: ChatGPT Technology Applied to Molecular Analysis
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MoleculeSTM paving the way for #chatGPT for molecules https://t.co/EtPho1oj0b
— Prof. Anima Anandkumar (@AnimaAnandkumar) 22 décembre 2022MoleculeSTM paving the way for #chatGPT for molecules
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Largest Text-Molecule Model Enables ChatGPT-like Molecule Retrieval and Editing
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We build the largest Text-molecule model that does not rely only on aligned training pairs. Now you can retrieve and edit molecules based on text prompts. This will pave the way for #ChatGPT for #molecules https://
chao1224.github.io/MoleculeSTM @nvidia @Mila_Quebec @Caltech -
Caltech and TII UAE Launch Partnership in AI, Autonomy, and Quantum Research
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We are proud to announce a new partnership between @caltech and @TIIuae to further research in #AI Autonomy, Quantum, and Biology areas.
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Neural Operators Learn Function Mappings for Zero-Shot High-Resolution Predictions
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Neural operators provide evaluations outside the training grid and make higher-resolution predictions in a zero-shot manner. This is because neural operators learn mappings between function spaces, so they learn output as a function, not a vector https://
arxiv.org/pdf/2108.08481
.pdf
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AI Feedback System for Medical Students and Surgical Training Postdoc
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We create and administer standardized feedback to medical students in an attempt to improve performance and learning. We are developing AI to automatically provide such feedback. Apply to our postdoc program with me and @AjhungMD to work on surgical AI https://
cms.caltech.edu/about/position
s/surgicalai
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Diffusion Models and Neural Operators: Comparison Challenges
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The diffusion model is built on top of our neural operator. You cannot compare them directly since neural operators are deterministic. A natural comparison is with @CristopherSalvi SDE formulation but that assumes a specific form of stochasticity in equations
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Diffusion Models in Function Spaces with Neural Operators
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Nice to see diffusion models in function spaces that build on neural operators