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Poster
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Thu 16:30
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Scalable DP-SGD: Shuffling vs. Poisson Subsampling
Lynn Chua · Badih Ghazi · Pritish Kamath · Ravi Kumar · Pasin Manurangsi · Amer Sinha · Chiyuan Zhang
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Workshop
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FlashDP: Memory-Efficient and High-Throughput DP-SGD Training for Large Language Models
Liangyu Wang · Junxiao Wang · Jie Ren · Zihang Xiang · David Keyes · Di Wang
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Poster
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Thu 11:00
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SLowcalSGD : Slow Query Points Improve Local-SGD for Stochastic Convex Optimization
Tehila Dahan · Kfir Y. Levy
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Poster
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Thu 16:30
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Does Worst-Performing Agent Lead the Pack? Analyzing Agent Dynamics in Unified Distributed SGD
Jie Hu · Yi-Ting Ma · Do-Young Eun
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Poster
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Fri 16:30
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SGD vs GD: Rank Deficiency in Linear Networks
Aditya Vardhan Varre · Margarita Sagitova · Nicolas Flammarion
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Poster
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Fri 11:00
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Neural network learns low-dimensional polynomials with SGD near the information-theoretic limit
Jason Lee · Kazusato Oko · Taiji Suzuki · Denny Wu
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Poster
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Thu 11:00
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Bias in Motion: Theoretical Insights into the Dynamics of Bias in SGD Training
Anchit Jain · Rozhin Nobahari · Aristide Baratin · Stefano Sarao Mannelli
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Poster
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Estimating Generalization Performance Along the Trajectory of Proximal SGD in Robust Regression
Kai Tan · Pierre C Bellec
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Poster
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Thu 11:00
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Ordered Momentum for Asynchronous SGD
Chang-Wei Shi · Yi-Rui Yang · Wu-Jun Li
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Poster
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Fri 11:00
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Stability and Generalization of Asynchronous SGD: Sharper Bounds Beyond Lipschitz and Smoothness
Xiaoge Deng · Tao Sun · Shengwei Li · Dongsheng Li · Xicheng Lu
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Poster
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Fri 11:00
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Tighter Convergence Bounds for Shuffled SGD via Primal-Dual Perspective
Xufeng Cai · Cheuk Yin Lin · Jelena Diakonikolas
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Poster
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Thu 11:00
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Shadowheart SGD: Distributed Asynchronous SGD with Optimal Time Complexity Under Arbitrary Computation and Communication Heterogeneity
Alexander Tyurin · Marta Pozzi · Ivan Ilin · Peter Richtarik
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