I am thrilled to see Omar Yaghi win the Nobel Prize in Chemistry today. I have had the privilege to interact with him and collaborate with him. This is a paper from a couple of years ago which one of the first attempts to use generative models for improving MOFs with
@animaanandkumar
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Returning to IIT Bay Area: Witnessing AI Revolution Progress
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It was great to be back at @IITBayArea after nearly a decade, and seeing incredible talent and energy there. AI has come far and I have been lucky to be part of this revolution. My short interview:
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Non-linear Lifting in FNO for Universal Approximation
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More generally, given that you are emphasizing the lifting aspect, non-linear lifting was shown to be crucial for universal approx of FNO even if you kept one mode in lifted space:
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Spectral Basis Beyond Fourier: Generalizing Neural Operator Architectures
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Got it. Your spectral basis is not Fourier, but if it is then it is similar to FNO? In any case, FNO can be generalized to other basis. Would be great to point out this connection. Happy to discuss more.
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DeepMind Fluid Dynamics Research Building Blocks
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Given all the attention to fluid dynamics with @GoogleDeepMind our work from a few months ago that was one of the building blocks
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Neural Operators and Optimal Transport for Physics-AI Generalization
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Physics-AI that can generalize across different complex 3D geometries is a challenging problem. We propose a principled solution combining Neural Operators with Optimal Transport. Optimal transport provides determines the most efficient transformation between two densities. By
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Women Quietly Leading India’s AI Revolution Recognition
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Thank you for featuring me! https://
harpersbazaar.in/culture/story/
these-women-are-quietly-leading-indias-ai-revolution-and-its-about-time-we-noticed-1276015-2025-09-14
… via @harpersbazaar -

LLM Personality: Linguistic Reports vs Behavioral Consistency
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Do LLMs have consistent personalities the way humans do? Our findings: LLMs say they have personalities, but they don’t act like it. Alignment today shapes language, not behavior. This linguistic–behavioral dissociation cautions against equating coherent self-reports with
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GenSLM AI Model Designs Novel Enzymes in Biology
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Very pleased to see our AI model GenSLM designing novel and versatile enzymes in a challenging setting in @francesarnold lab. https://
biorxiv.org/content/10.110
1/2025.08.30.673177v1.full.pdf
… Back in 2022, we built the world's first genome-scale language model (GenSLM) trained on all known bacterial and viral genomes -

AI for Scientific Discovery: TIME 100 Impact Award Speech
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My acceptance speech at @TIME 100 impact award ceremony where I emphasize AI for scientific discovery. https://
youtu.be/uX3hC9xJqBQ