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ICML 2023 论文列表

International Conference on Machine Learning

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录用类型

1,865篇论文

按官方录用论文列表统计，可能与会议公布的数字略有出入。

  • Oral
    1558.3%
  • Poster
    1,71091.7%

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全部1,865Oral155Poster1,710
Fully Dynamic Submodular Maximization over Matroids

Paul Duetting, Federico Fusco, Silvio Lattanzi, Ashkan Norouzi-Fard, Morteza Zadimoghaddam

展开摘要

Maximizing monotone submodular functions under a matroid constraint is a classic algorithmic problem with multiple applications in data mining and machine learning. We study this classic problem in the fully dynamic setting, where elements can be both inserted and deleted in real-time. Our main result is a randomized algorithm that maintains an efficient data structure with an $\tilde{O}(k^2)$ amortized update time (in the number of additions and deletions) and yields a $4$-approximate solution, where $k$ is the rank of the matroid.

Poster
深度学习 · generative models and autoencoders应用 · chemistry physics and earth sciences
Delay-agnostic Asynchronous Coordinate Update Algorithm

Xuyang Wu, Changxin Liu, Sindri Magnússon, Mikael Johansson

展开摘要

We propose a delay-agnostic asynchronous coordinate update algorithm (DEGAS) for computing operator fixed points, with applications to asynchronous optimization. DEGAS includes novel asynchronous variants of ADMM and block-coordinate descent as special cases. We prove that DEGAS converges with both bounded and unbounded delays under delay-free parameter conditions. We also validate by theory and experiments that DEGAS adapts well to the actual delays. The effectiveness of DEGAS is demonstrated by numerical experiments on classification problems.

Poster
应用 · chemistry physics and earth sciences应用 · neuroscience and cognitive science