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Spherical Channels for Modeling Atomic Interactions



C. Lawrence Zitnick , Abhishek Das , Adeesh Kolluru , Janice Lan , Muhammed Shuaibi , Anuroop Sriram , Zachary Ulissi , Brandon Wood

* 17 pages 

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Wav2Vec-Aug: Improved self-supervised training with limited data



Anuroop Sriram , Michael Auli , Alexei Baevski


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The Open Catalyst 2022 (OC22) Dataset and Challenges for Oxide Electrocatalysis



Richard Tran , Janice Lan , Muhammed Shuaibi , Siddharth Goyal , Brandon M. Wood , Abhishek Das , Javier Heras-Domingo , Adeesh Kolluru , Ammar Rizvi , Nima Shoghi , Anuroop Sriram , Zachary Ulissi , C. Lawrence Zitnick

* 37 pages, 11 figures 

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How Do Graph Networks Generalize to Large and Diverse Molecular Systems?



Johannes Gasteiger , Muhammed Shuaibi , Anuroop Sriram , Stephan Günnemann , Zachary Ulissi , C. Lawrence Zitnick , Abhishek Das


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Towards Training Billion Parameter Graph Neural Networks for Atomic Simulations



Anuroop Sriram , Abhishek Das , Brandon M. Wood , Siddharth Goyal , C. Lawrence Zitnick

* ICLR 2022 

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Rotation Invariant Graph Neural Networks using Spin Convolutions



Muhammed Shuaibi , Adeesh Kolluru , Abhishek Das , Aditya Grover , Anuroop Sriram , Zachary Ulissi , C. Lawrence Zitnick

* 13 pages 

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Robust wav2vec 2.0: Analyzing Domain Shift in Self-Supervised Pre-Training



Wei-Ning Hsu , Anuroop Sriram , Alexei Baevski , Tatiana Likhomanenko , Qiantong Xu , Vineel Pratap , Jacob Kahn , Ann Lee , Ronan Collobert , Gabriel Synnaeve , Michael Auli


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ForceNet: A Graph Neural Network for Large-Scale Quantum Calculations



Weihua Hu , Muhammed Shuaibi , Abhishek Das , Siddharth Goyal , Anuroop Sriram , Jure Leskovec , Devi Parikh , C. Lawrence Zitnick


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COVID-19 Prognosis via Self-Supervised Representation Learning and Multi-Image Prediction



Anuroop Sriram , Matthew Muckley , Koustuv Sinha , Farah Shamout , Joelle Pineau , Krzysztof J. Geras , Lea Azour , Yindalon Aphinyanaphongs , Nafissa Yakubova , William Moore


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COVID-19 Deterioration Prediction via Self-Supervised Representation Learning and Multi-Image Prediction



Anuroop Sriram , Matthew Muckley , Koustuv Sinha , Farah Shamout , Joelle Pineau , Krzysztof J. Geras , Lea Azour , Yindalon Aphinyanaphongs , Nafissa Yakubova , William Moore


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