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Workshop
Sat 9:00 Towards physics-informed deep learning for turbulent flow prediction
Rose Yu
Poster
Thu 10:45 Initialization of ReLUs for Dynamical Isometry
Rebekka Burkholz · Alina Dubatovka
Poster
Wed 17:00 A Solvable High-Dimensional Model of GAN
Chuang Wang · Hong Hu · Yue Lu
Poster
Wed 17:00 Revisiting the Bethe-Hessian: Improved Community Detection in Sparse Heterogeneous Graphs
Lorenzo Dall'Amico · Romain Couillet · Nicolas Tremblay
Poster
Thu 10:45 Generalization in multitask deep neural classifiers: a statistical physics approach
Anthony Ndirango · Tyler Lee
Poster
Wed 17:00 Data-Dependence of Plateau Phenomenon in Learning with Neural Network --- Statistical Mechanical Analysis
Yuki Yoshida · Masato Okada
Workshop
Sat 17:00 Learning Symbolic Physics with Graph Networks
Miles Cranmer
Poster
Wed 17:00 Modelling the Dynamics of Multiagent Q-Learning in Repeated Symmetric Games: a Mean Field Theoretic Approach
Shuyue Hu · Chin-wing Leung · Ho-fung Leung
Workshop
Fri 9:30 Peter Battaglia: Graph Networks for Learning Physics
Peter Battaglia
Workshop
Fri 12:00 Conclusion on TrackML, a Particle Physics Tracking Machine Learning Challenge Combining Accuracy and Inference Speed
David Rousseau · jean-roch vlimant
Poster
Wed 10:45 Accurate Layerwise Interpretable Competence Estimation
Vickram Rajendran · William LeVine
Poster
Wed 17:00 Tensor Programs I: Wide Feedforward or Recurrent Neural Networks of Any Architecture are Gaussian Processes
Greg Yang