A Theoretical Analysis of Contrastive Unsupervised Representation Learning

25 February 2019

Papers citing "A Theoretical Analysis of Contrastive Unsupervised Representation Learning"

50 / 504 papers shown

Title
AdaDim: Dimensionality Adaptation for SSL Representational Dynamics Kiran Kokilepersaud Mohit Prabhushankar Ghassan AlRegib 4 0 0 18 May 2025
Breaking the Batch Barrier (B3) of Contrastive Learning via Smart Batch Mining Raghuveer Thirukovalluru Rui Meng Yong-Jin Liu Karthikeyan K Mingyi Su Ping Nie Semih Yavuz Yingbo Zhou Wenhu Chen Bhuwan Dhingra 17 0 0 16 May 2025
Generalization Analysis for Contrastive Representation Learning under Non-IID Settings Nong Minh Hieu Antoine Ledent 49 0 0 08 May 2025
Representation Learning via Non-Contrastive Mutual Information Z. Guo Bernardo Avila-Pires Khimya Khetarpal Dale Schuurmans Bo Dai SSL 61 0 0 23 Apr 2025
Node Embeddings via Neighbor Embeddings Jan Niklas Böhm Marius Keute Alica Guzmán Sebastian Damrich Andrew Draganov D. Kobak GNN 62 0 0 31 Mar 2025
A Theoretical Framework for Preventing Class Collapse in Supervised Contrastive Learning Chungpa Lee Jeongheon Oh Kibok Lee Jy-yong Sohn SSL 94 1 0 11 Mar 2025
Cross-Lingual IPA Contrastive Learning for Zero-Shot NER Jimin Sohn David R. Mortensen 49 0 0 10 Mar 2025
Learning from Noisy Labels with Contrastive Co-Transformer Yan Han S. Roy Mehrtash Harandi L. Petersson NoLa 74 0 0 04 Mar 2025
Projection Head is Secretly an Information Bottleneck Zhuo Ouyang Kaiwen Hu Qi Zhang Yifei Wang Yisen Wang 51 1 0 01 Mar 2025
Contrastive Learning with Nasty Noise Ziruo Zhao SSL 50 0 0 25 Feb 2025
DUNIA: Pixel-Sized Embeddings via Cross-Modal Alignment for Earth Observation Applications Ibrahim Fayad Max Zimmer Martin Schwartz P. Ciais Fabian Gieseke Gabriel Belouze Sarah Brood A. D. Truchis Alexandre d’Aspremont AI4TS 43 0 0 24 Feb 2025
Provable Benefits of Unsupervised Pre-training and Transfer Learning via Single-Index Models Taj Jones-McCormick Aukosh Jagannath S. Sen 58 0 0 24 Feb 2025
Towards Efficient Contrastive PAC Learning Jie Shen 36 0 0 21 Feb 2025
Structure-preserving contrastive learning for spatial time series Yiru Jiao S. Cranenburgh Simeon C. Calvert H. Lint AI4TS 92 0 0 10 Feb 2025
A Probabilistic Model for Self-Supervised Learning Maximilian Fleissner P. Esser D. Ghoshdastidar SSL BDL 98 1 0 22 Jan 2025
An Inclusive Theoretical Framework of Robust Supervised Contrastive Loss against Label Noise Jingyi Cui Yi-Ge Zhang Hengyu Liu Yisen Wang NoLa 50 0 0 03 Jan 2025
Understanding Difficult-to-learn Examples in Contrastive Learning: A Theoretical Framework for Spectral Contrastive Learning Yi-Ge Zhang Jingyi Cui Qiran Li Yisen Wang SSL 51 0 0 03 Jan 2025
A Contrastive Pretrain Model with Prompt Tuning for Multi-center Medication Recommendation Qiang Liu Zhaopeng Qiu Xiangyu Zhao X. Wu Zijian Zhang Tong Xu Feng Tian 41 0 0 31 Dec 2024
Personalized Clustering via Targeted Representation Learning Xiwen Geng Suyun Zhao Yixin Yu Borui Peng Pan Du Hong Chen C. Li Mengdie Wang 90 0 0 18 Dec 2024
Dual Traits in Probabilistic Reasoning of Large Language Models Shenxiong Li Huaxia Rui 80 0 0 15 Dec 2024
Rethinking Generalizability and Discriminability of Self-Supervised Learning from Evolutionary Game Theory Perspective Jiangmeng Li Zehua Zang Qirui Ji Chuxiong Sun Wenwen Qiang Junge Zhang Changwen Zheng Gang Hua Hui Xiong SSL 74 0 0 30 Nov 2024
Scalable Deep Metric Learning on Attributed Graphs Xiang Li G. Agrawal R. Jin R. Ramnath 72 0 0 20 Nov 2024
Infinite Width Limits of Self Supervised Neural Networks Maximilian Fleissner Gautham Govind Anil D. Ghoshdastidar SSL 202 0 0 17 Nov 2024
Understanding the Role of Equivariance in Self-supervised Learning Yifei Wang Kaiwen Hu Sharut Gupta Ziyu Ye Yisen Wang Stefanie Jegelka SSL 50 2 0 10 Nov 2024
Understanding Self-Supervised Learning via Gaussian Mixture Models Parikshit Bansal Ali Kavis Sujay Sanghavi SSL 40 0 0 05 Nov 2024
Negative-Free Self-Supervised Gaussian Embedding of Graphs Yunhui Liu Tieke He Tao Zheng Jianhua Zhao SSL 55 1 0 02 Nov 2024
Beyond Interpretability: The Gains of Feature Monosemanticity on Model Robustness Qi Zhang Yifei Wang Jingyi Cui Xiang Pan Qi Lei Stefanie Jegelka Yisen Wang AAML 36 1 0 27 Oct 2024
StatioCL: Contrastive Learning for Time Series via Non-Stationary and Temporal Contrast Yu Wu Ting Dang Dimitris Spathis Hong Jia Cecilia Mascolo AI4TS 38 1 0 14 Oct 2024
Enhancing Hyperspectral Image Prediction with Contrastive Learning in Low-Label Regime S. Haidar José Oramas SSL 36 0 0 10 Oct 2024
Improving Node Representation by Boosting Target-Aware Contrastive Loss Ying-Chun Lin Jennifer Neville SSL 26 0 0 04 Oct 2024
Automated Knowledge Concept Annotation and Question Representation Learning for Knowledge Tracing Yilmazcan Ozyurt Stefan Feuerriegel Mrinmaya Sachan AI4Ed 52 1 0 02 Oct 2024
Investigating the Impact of Model Complexity in Large Language Models Jing Luo Huiyuan Wang Weiran Huang 39 0 0 01 Oct 2024
Bridging OOD Detection and Generalization: A Graph-Theoretic View Han Wang Yixuan Li CML 39 0 0 26 Sep 2024
Enabling Tensor Decomposition for Time-Series Classification via A Simple Pseudo-Laplacian Contrast Man Li Ziyue Li Lijun Sun Fugee Tsung AI4TS 26 1 0 23 Sep 2024
Enhancing Sound Source Localization via False Negative Elimination Zengjie Song Jiangshe Zhang Yuxi Wang Junsong Fan Zhaoxiang Zhang 43 0 0 29 Aug 2024
LARR: Large Language Model Aided Real-time Scene Recommendation with Semantic Understanding Zhizhong Wan Bin Yin Junjie Xie Fei Jiang Xiang Li Wei Lin 3DV 51 5 0 21 Aug 2024
Universal Novelty Detection Through Adaptive Contrastive Learning Hossein Mirzaei Mojtaba Nafez Mohammad Jafari Mohammad Bagher Soltani Mohammad Azizmalayeri Jafar Habibi Mohammad Sabokrou M. Rohban 32 4 0 20 Aug 2024
Bootstrap Latents of Nodes and Neighbors for Graph Self-Supervised Learning Yunhui Liu Huaisong Zhang Tieke He Tao Zheng Jianhua Zhao SSL 32 5 0 09 Aug 2024
Relational Representation Distillation Nikolaos Giakoumoglou Tania Stathaki 40 0 0 16 Jul 2024
Cross-Lingual Word Alignment for ASEAN Languages with Contrastive Learning Jingshen Zhang Xinying Qiu Teng Shen Wenyu Wang Kailin Zhang Wenhe Feng 43 0 0 06 Jul 2024
TRACE: TRansformer-based Attribution using Contrastive Embeddings in LLMs Cheng Wang Xinyang Lu Szu Hui Ng Bryan Kian Hsiang Low 48 0 0 06 Jul 2024
Look Ahead or Look Around? A Theoretical Comparison Between Autoregressive and Masked Pretraining Qi Zhang Tianqi Du Haotian Huang Yifei Wang Yisen Wang 42 3 0 01 Jul 2024
InfoNCE: Identifying the Gap Between Theory and Practice E. Rusak Patrik Reizinger Attila Juhos Oliver Bringmann Roland S. Zimmermann Wieland Brendel 35 6 0 28 Jun 2024
Learning Temporal Distances: Contrastive Successor Features Can Provide a Metric Structure for Decision-Making Vivek Myers Chongyi Zheng Anca Dragan Sergey Levine Benjamin Eysenbach OffRL 45 8 0 24 Jun 2024
A Unified Framework for Combinatorial Optimization Based on Graph Neural Networks Yaochu Jin Xueming Yan Shiqing Liu Xiangyu Wang 51 3 0 19 Jun 2024
Training Dynamics of Nonlinear Contrastive Learning Model in the High Dimensional Limit Lineghuan Meng Chuang Wang 28 1 0 11 Jun 2024
Contrastive Learning from Synthetic Audio Doppelgängers Manuel Cherep Nikhil Singh 40 1 0 09 Jun 2024
Skill-aware Mutual Information Optimisation for Generalisation in Reinforcement Learning Xuehui Yu Mhairi Dunion Xin Li Stefano V. Albrecht 41 2 0 07 Jun 2024
Alignment Calibration: Machine Unlearning for Contrastive Learning under Auditing Yihan Wang Yiwei Lu Guojun Zhang Franziska Boenisch Adam Dziedzic Yaoliang Yu Xiao-Shan Gao MU 29 1 0 05 Jun 2024
Causal Contrastive Learning for Counterfactual Regression Over Time Mouad El Bouchattaoui Myriam Tami Benoit Lepetit P. Cournède CML AI4TS 38 2 0 01 Jun 2024