Does Negative Sampling Matter? A Review with Insights into its Theory
and Applications

Does Negative Sampling Matter? A Review with Insights into its Theory and Applications

27 February 2024

Bin Xu

Yuxiao Dong

Papers citing "Does Negative Sampling Matter? A Review with Insights into its Theory and Applications"

12 / 12 papers shown

Title
Evaluating Negative Sampling Approaches for Neural Topic Models Suman Adhya Avishek Lahiri Debarshi Kumar Sanyal Partha Pratim Das BDL 45 0 0 23 Mar 2025
Structure-preserving contrastive learning for spatial time series Yiru Jiao S. Cranenburgh Simeon C. Calvert H. Lint AI4TS 87 0 0 10 Feb 2025
Privately Learning from Graphs with Applications in Fine-tuning Large Language Models Haoteng Yin Rongzhe Wei Eli Chien P. Li 28 0 0 10 Oct 2024
Renovating Names in Open-Vocabulary Segmentation Benchmarks Haiwen Huang Songyou Peng Dan Zhang Andreas Geiger VLM 29 3 0 14 Mar 2024
MixKG: Mixing for harder negative samples in knowledge graph Feihu Che Guohua Yang Pengpeng Shao Dawei Zhang J. Tao 26 6 0 19 Feb 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 305 7,434 0 11 Nov 2021
Virtual Augmentation Supported Contrastive Learning of Sentence Representations Dejiao Zhang Wei Xiao Henghui Zhu Xiaofei Ma Andrew O. Arnold SSL 48 29 0 16 Oct 2021
ESimCSE: Enhanced Sample Building Method for Contrastive Learning of Unsupervised Sentence Embedding Xing Wu Chaochen Gao Liangjun Zang Jizhong Han Zhongyuan Wang Songlin Hu SSL AILaw 33 129 0 09 Sep 2021
Negative Data Augmentation Abhishek Sinha Kumar Ayush Jiaming Song Burak Uzkent Hongxia Jin Stefano Ermon 39 72 0 09 Feb 2021
RocketQA: An Optimized Training Approach to Dense Passage Retrieval for Open-Domain Question Answering Yingqi Qu Yuchen Ding Jing Liu Kai Liu Ruiyang Ren Xin Zhao Daxiang Dong Hua-Hong Wu Haifeng Wang RALM OffRL 214 593 0 16 Oct 2020
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 267 3,369 0 09 Mar 2020
A Mutual Information Maximization Perspective of Language Representation Learning Lingpeng Kong Cyprien de Masson dÁutume Wang Ling Lei Yu Zihang Dai Dani Yogatama SSL 212 165 0 18 Oct 2019