RESEARCH - AI Dynamics

Advances in Surgical AI: Skill Assessment and Patient Outcome Prediction

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31 December 2022 22h56

We made strides in surgical #AI which involves assessing the skill of surgeons, predicting patient outcomes, and discovering novel surgeon biomarkers based on multi-modal data and deep learning algorithms. @AjhungMD gives an excellent overview here

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31 December 2022

ZerO: Deterministic Weight Initialization with Binary Values

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@animaanandkumar

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31 December 2022 22h53

We developed the first fully deterministic weight initialization procedure for training any neural network. Our scheme, ZerO, initializes networks’ weights with only zeros and ones based on identity, and Hadamard transforms. ZerO achieves SOTA https://
arxiv.org/abs/2110.12661

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31 December 2022

Robust Vision Transformer Architecture Wins Semantic Segmentation Challenge

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@animaanandkumar

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31 December 2022 22h51

We also developed robust vision transformer architecture, fully attention networks (FAN), with channel-based attention for robustness. We won the Semantic Segmentation Tracking of Robust Vision Challenge at ECCV. https://
arxiv.org/abs/2210.12852

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31 December 2022

Neural Operators Enable Single-Step Diffusion Model Image Generation

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@animaanandkumar

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31 December 2022 22h50

2022 saw diffusion models for generative AI. But one downside is very slow sampling. We used neural operators to replace ODE solvers and showed that just one function evaluation is sufficient to achieve the best image generation quality. https://
arxiv.org/abs/2211.13449

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31 December 2022

MineDojo: Generalist AI Agents with Text Prompts in Minecraft

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@animaanandkumar

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31 December 2022 22h47

Decision-Making with Generalist AI Agents: We built Minedojo framework in Minecraft with text prompts for open-ended tasks using internet-scale knowledge of videos, wiki, and text information. It was an outstanding paper at NeurIPS 2022.

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31 December 2022

Digital Biology Foundation Model Predicts Coronavirus Variants, Wins ACM Prize

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@animaanandkumar

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31 December 2022 22h45

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.

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31 December 2022

Neural Operators Accelerate Scientific Computing with Massive Speedups

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@animaanandkumar

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31 December 2022 22h42

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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31 December 2022