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43 Results
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Poster
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Tue 9:00 |
Active Labeling: Streaming Stochastic Gradients Vivien Cabannes · Francis Bach · Vianney Perchet · Alessandro Rudi |
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Poster
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Wed 9:00 |
Gradient-Free Methods for Deterministic and Stochastic Nonsmooth Nonconvex Optimization Tianyi Lin · Zeyu Zheng · Michael Jordan |
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Workshop
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Stochastic Gradient Descent-Ascent: Unified Theory and New Efficient Methods Aleksandr Beznosikov · Eduard Gorbunov · Hugo Berard · Nicolas Loizou |
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Workshop
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A Novel Stochastic Gradient Descent Algorithm for LearningPrincipal Subspaces Charline Le Lan · Joshua Greaves · Jesse Farebrother · Mark Rowland · Fabian Pedregosa · Rishabh Agarwal · Marc Bellemare |
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Poster
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Tue 9:00 |
On the SDEs and Scaling Rules for Adaptive Gradient Algorithms Sadhika Malladi · Kaifeng Lyu · Abhishek Panigrahi · Sanjeev Arora |
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Poster
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Tue 9:00 |
Stability and Generalization for Markov Chain Stochastic Gradient Methods Puyu Wang · Yunwen Lei · Yiming Ying · Ding-Xuan Zhou |
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Poster
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Tue 9:00 |
Improved Convergence Rate of Stochastic Gradient Langevin Dynamics with Variance Reduction and its Application to Optimization Yuri Kinoshita · Taiji Suzuki |
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Poster
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Thu 9:00 |
Automatic Differentiation of Programs with Discrete Randomness Gaurav Arya · Moritz Schauer · Frank Schäfer · Christopher Rackauckas |
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Poster
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Wed 9:00 |
Chaotic Regularization and Heavy-Tailed Limits for Deterministic Gradient Descent Soon Hoe Lim · Yijun Wan · Umut Simsekli |
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Workshop
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Stochastic Gradient Estimator for Differentiable NAS Libin Hou · Linyuan Wang · Qi Peng · Bin Yan |
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Poster
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Tue 9:00 |
Privacy of Noisy Stochastic Gradient Descent: More Iterations without More Privacy Loss Jason Altschuler · Kunal Talwar |
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Poster
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Wed 14:00 |
On the convergence of policy gradient methods to Nash equilibria in general stochastic games Angeliki Giannou · Kyriakos Lotidis · Panayotis Mertikopoulos · Emmanouil-Vasileios Vlatakis-Gkaragkounis |