EMC$^2$: Efficient MCMC Negative Sampling for Contrastive Learning with
Global Convergence

EMC $^2$ : Efficient MCMC Negative Sampling for Contrastive Learning with Global Convergence

16 April 2024

Parameswaran Raman

Soumajyoti Sarkar

Papers citing "EMC$^2$: Efficient MCMC Negative Sampling for Contrastive Learning with Global Convergence"

5 / 5 papers shown

Title
Multimodal Foundation Models: From Specialists to General-Purpose Assistants Chunyuan Li Zhe Gan Zhengyuan Yang Jianwei Yang Linjie Li Lijuan Wang Jianfeng Gao MLLM 118 228 0 18 Sep 2023
FormNetV2: Multimodal Graph Contrastive Learning for Form Document Information Extraction Nils Loose Chun-Liang Li Hao Zhang Timothy Dozat Felix Mächtle ... Shangbang Long Siyang Qin Yasuhisa Fujii Nan Hua T. Eisenbarth SSL 48 17 0 04 May 2023
Temperature Schedules for Self-Supervised Contrastive Methods on Long-Tail Data Anna Kukleva Moritz Bohle Bernt Schiele Hilde Kuehne Christian Rupprecht 31 39 0 23 Mar 2023
Contrastive Learning Inverts the Data Generating Process Roland S. Zimmermann Yash Sharma Steffen Schneider Matthias Bethge Wieland Brendel SSL 238 207 0 17 Feb 2021
LayoutLMv2: Multi-modal Pre-training for Visually-Rich Document Understanding Yang Xu Yiheng Xu Tengchao Lv Lei Cui Furu Wei ... D. Florêncio Cha Zhang Wanxiang Che Min Zhang Lidong Zhou ViT MLLM 153 498 0 29 Dec 2020