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Workshop
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Fighting Gradients with Gradients: Dynamic Defenses against Adversarial Attacks
Dequan Wang · David Wagner · Trevor Darrell
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Poster
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Tue 9:00
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Vulnerability-Aware Poisoning Mechanism for Online RL with Unknown Dynamics
Yanchao Sun · Da Huo · Furong Huang
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Spotlight
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Tue 5:28
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Identifying nonlinear dynamical systems with multiple time scales and long-range dependencies
Dominik Schmidt · Georgia Koppe · Zahra Monfared · Max Beutelspacher · Daniel Durstewitz
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Poster
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Tue 1:00
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Identifying nonlinear dynamical systems with multiple time scales and long-range dependencies
Dominik Schmidt · Georgia Koppe · Zahra Monfared · Max Beutelspacher · Daniel Durstewitz
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Poster
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Mon 9:00
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Accelerating Convergence of Replica Exchange Stochastic Gradient MCMC via Variance Reduction
Wei Deng · Qi Feng · Georgios Karagiannis · Guang Lin · Faming Liang
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Poster
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Tue 9:00
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Global optimality of softmax policy gradient with single hidden layer neural networks in the mean-field regime
Andrea Agazzi · Jianfeng Lu
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Poster
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Thu 1:00
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A Diffusion Theory For Deep Learning Dynamics: Stochastic Gradient Descent Exponentially Favors Flat Minima
Zeke Xie · Issei Sato · Masashi Sugiyama
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Poster
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Tue 17:00
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Neural Mechanics: Symmetry and Broken Conservation Laws in Deep Learning Dynamics
Daniel Kunin · Javier Sagastuy-Brena · Surya Ganguli · Daniel L Yamins · Hidenori Tanaka
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Poster
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Thu 17:00
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Stochastic Security: Adversarial Defense Using Long-Run Dynamics of Energy-Based Models
Mitchell Hill · Jonathan Mitchell · Song-Chun Zhu
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Poster
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Thu 9:00
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Adversarial score matching and improved sampling for image generation
Alexia Jolicoeur-Martineau · Rémi Piché-Taillefer · Ioannis Mitliagkas · Remi Combes
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Poster
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Mon 17:00
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Learning Energy-Based Models by Diffusion Recovery Likelihood
Ruiqi Gao · Yang Song · Ben Poole · Yingnian Wu · Durk Kingma
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Poster
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Mon 17:00
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Why resampling outperforms reweighting for correcting sampling bias with stochastic gradients
Jing An · Lexing Ying · Yuhua Zhu
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