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Poster
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Wed 15:00
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Beyond NTK with Vanilla Gradient Descent: A Mean-Field Analysis of Neural Networks with Polynomial Width, Samples, and Time
Arvind Mahankali · Haochen Zhang · Kefan Dong · Margalit Glasgow · Tengyu Ma
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Workshop
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Neural network compression with heavy-tailed SGD
Yijun Wan · Abdellatif Zaidi · Umut Simsekli
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Poster
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Wed 15:00
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Efficiently incorporating quintuple interactions into geometric deep learning force fields
Zun Wang · Guoqing Liu · Yichi Zhou · Tong Wang · Bin Shao
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Workshop
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Role of Structural and Conformational Diversity for Machine Learning Potentials
Nikhil Shenoy · Prudencio Tossou · Emmanuel Noutahi · Hadrien Mary · Dominique Beaini · Jiarui Ding
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Workshop
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Fri 14:40
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EGraFFBench: Evaluation of Equivariant Graph Neural Network Force Fields for Atomistic Simulations
Vaibhav Bihani · UTKARSH PRATIUSH · Sajid Mannan · Tao Du · Zhimin Chen · Santiago Miret · Matthieu Micoulaut · Morten Smedskjaer · Sayan Ranu · N M Anoop Krishnan
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Poster
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Wed 15:00
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GraphMP: Graph Neural Network-based Motion Planning with Efficient Graph Search
Xiao Zang · Miao Yin · Jinqi Xiao · Saman Zonouz · Bo Yuan
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Workshop
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Sat 12:02
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Simulating the Air Quality Impact of Prescribed Fires Using a Graph Neural Network-Based PM2.5 Emissions Forecasting System
Kyleen Liao · Jatan Buch · Kara Lamb · Pierre Gentine
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Workshop
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Neural Network-Based Score Estimation in Diffusion Models: Optimization and Generalization
Yinbin Han · Meisam Razaviyayn · Renyuan Xu
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Workshop
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Simulating the Air Quality Impact of Prescribed Fires Using a Graph Neural Network-Based PM2.5 Emissions Forecasting System
Kyleen Liao · Jatan Buch · Kara Lamb · Pierre Gentine
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Workshop
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Beyond MD17: The xxMD Dataset as a Chemically Meaningful Benchmark for Neural Force Fields Development
Zihan Pengmei · Junyu Liu · Yinan Shu
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Poster
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Thu 8:45
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Dynamics of Finite Width Kernel and Prediction Fluctuations in Mean Field Neural Networks
Blake Bordelon · Cengiz Pehlevan
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Poster
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Wed 15:00
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Public Opinion Field Effect Fusion in Representation Learning for Trending Topics Diffusion
Junliang Li · Yang Yajun · Qinghua Hu · Xin Wang · Hong Gao
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