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Poster
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Thu 16:30
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Certified Machine Unlearning via Noisy Stochastic Gradient Descent
Eli Chien · Haoyu Wang · Ziang Chen · Pan Li
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Poster
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Thu 16:30
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Heavy-Tailed Class Imbalance and Why Adam Outperforms Gradient Descent on Language Models
Frederik Kunstner · Alan Milligan · Robin Yadav · Mark Schmidt · Alberto Bietti
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Poster
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Wed 11:00
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Derivatives of Stochastic Gradient Descent in parametric optimization
Franck Iutzeler · Edouard Pauwels · Samuel Vaiter
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Workshop
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Sun 9:30
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Talk 1: *On the Inherent Privacy of Two Point Zeroth Order Projected Gradient Descent* and Talk 2: *The Dimension Strikes Back with Gradients: Generalization of Gradient Methods in Stochastic Convex Optimization*
Devansh Gupta · Matan Schliserman
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Workshop
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Robust Feature Learning for Multi-Index Models in High Dimensions
Alireza Mousavi-Hosseini · Adel Javanmard · Murat Erdogdu
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Poster
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Fri 11:00
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The Implicit Bias of Gradient Descent toward Collaboration between Layers: A Dynamic Analysis of Multilayer Perceptions
Zheng Wang · Geyong Min · Wenjie Ruan
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Workshop
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Heavy-Tailed Class Imbalance and Why Adam Outperforms Gradient Descent on Language Models
Frederik Kunstner · Robin Yadav · Alan Milligan · Mark Schmidt · Alberto Bietti
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Poster
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Wed 16:30
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An Improved Empirical Fisher Approximation for Natural Gradient Descent
Xiaodong Wu · Wenyi Yu · Chao Zhang · Phil Woodland
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Workshop
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Stochastic Gradient MCMC for Gaussian Process Inference on Massive Geostatistical Data
Mohamed Abba · Brian Reich · Reetam Majumder · Brandon Feng
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Workshop
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Extra-Gradient and Optimistic Gradient Descent Converge in Iterates Faster than O(1/√T) in All Monotone Lipschitz Variational Inequalities
Kimon Antonakopoulos
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Poster
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Thu 11:00
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Mirror and Preconditioned Gradient Descent in Wasserstein Space
Clément Bonet · Théo Uscidda · Adam David · Pierre-Cyril Aubin-Frankowski · Anna Korba
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Poster
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Thu 16:30
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Differentially Private Stochastic Gradient Descent with Fixed-Size Minibatches: Tighter RDP Guarantees with or without Replacement
Jeremiah Birrell · Reza Ebrahimi · Rouzbeh Behnia · Jason Pacheco
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