Sebastian U. Stich

发表论文 96 篇 · 总被引 23609 次 · h-index 40

代表论文

• An Improved Analysis of Gradient Tracking for Decentralized Machine Learning (2022 · Neural Information Processing Systems · 被引 143)
• Revisiting Gradient Clipping: Stochastic bias and tight convergence guarantees (2023 · International Conference on Machine Learning · 被引 128)
• Decentralized gradient tracking with local steps (2023 · Optim. Methods Softw. · 被引 68)
• Stochastic distributed learning with gradient quantization and double-variance reduction (2022 · Optim. Methods Softw. · 被引 67)
• On the Effectiveness of Partial Variance Reduction in Federated Learning with Heterogeneous Data (2023 · Computer Vision and Pattern Recognition · 被引 57)
• Adaptive SGD with Polyak stepsize and Line-search: Robust Convergence and Variance Reduction (2023 · Neural Information Processing Systems · 被引 39)