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Poster	Mon 9:00	Multi-Level Local SGD: Distributed SGD for Heterogeneous Hierarchical Networks Timothy Castiglia · Anirban Das · Stacy Patterson
Poster	Tue 1:00	Distributed Momentum for Byzantine-resilient Stochastic Gradient Descent El Mahdi El Mhamdi · Rachid Guerraoui · Sébastien Rouault
Poster	Tue 9:00	On the Origin of Implicit Regularization in Stochastic Gradient Descent Samuel Smith · Benoit Dherin · David Barrett · Soham De
Poster	Tue 9:00	Direction Matters: On the Implicit Bias of Stochastic Gradient Descent with Moderate Learning Rate Jingfeng Wu · Difan Zou · vladimir braverman · Quanquan Gu
Poster	Wed 1:00	Byzantine-Resilient Non-Convex Stochastic Gradient Descent Zeyuan Allen-Zhu · Faeze Ebrahimianghazani · Jerry Li · Dan Alistarh
Oral	Thu 0:30	Optimal Rates for Averaged Stochastic Gradient Descent under Neural Tangent Kernel Regime Atsushi Nitanda · Taiji Suzuki
Poster	Thu 1:00	A Diffusion Theory For Deep Learning Dynamics: Stochastic Gradient Descent Exponentially Favors Flat Minima Zeke Xie · Issei Sato · Masashi Sugiyama
Poster	Thu 1:00	Optimal Rates for Averaged Stochastic Gradient Descent under Neural Tangent Kernel Regime Atsushi Nitanda · Taiji Suzuki
Poster	Thu 17:00	How Much Over-parameterization Is Sufficient to Learn Deep ReLU Networks? Zixiang Chen · Yuan Cao · Difan Zou · Quanquan Gu