Learning Representations by Maximizing Mutual Information Across Views

3 June 2019

Papers citing "Learning Representations by Maximizing Mutual Information Across Views"

50 / 730 papers shown

Title
InfoPO: On Mutual Information Maximization for Large Language Model Alignment Teng Xiao Zhen Ge Sujay Sanghavi Tian Wang Julian Katz-Samuels Marc Versage Qingjun Cui Trishul M. Chilimbi 29 0 0 13 May 2025
A Tutorial on Discriminative Clustering and Mutual Information Louis Ohl Pierre-Alexandre Mattei F. Precioso 32 0 0 07 May 2025
HiPerRAG: High-Performance Retrieval Augmented Generation for Scientific Insights Ozan Gokdemir Carlo Siebenschuh Alexander Brace Azton Wells Brian Hsu ... A. Anandkumar Ian Foster R. Stevens V. Vishwanath A. Ramanathan VLM 37 0 0 07 May 2025
MMHCL: Multi-Modal Hypergraph Contrastive Learning for Recommendation Xu Guo Tong Zhang Fuyun Wang Xudong Wang X. Zhang Xin Liu Zhen Cui 35 0 0 23 Apr 2025
ADA-Net: Attention-Guided Domain Adaptation Network with Contrastive Learning for Standing Dead Tree Segmentation Using Aerial Imagery Mete Ahishali Anis Ur Rahman Einari Heinaro Samuli Junttila 32 0 0 05 Apr 2025
Scene-Centric Unsupervised Panoptic Segmentation Oliver Hahn Christoph Reich Nikita Araslanov Daniel Cremers Christian Rupprecht Stefan Roth OCL 62 0 0 02 Apr 2025
Utilization of Neighbor Information for Image Classification with Different Levels of Supervision Gihan Jayatilaka Abhinav Shrivastava M. Gwilliam 64 0 0 18 Mar 2025
Implicit Contrastive Representation Learning with Guided Stop-gradient Byeongchan Lee Sehyun Lee SSL 89 2 0 12 Mar 2025
Divide and Conquer Self-Supervised Learning for High-Content Imaging Lucas Farndale Paul Henderson Edward W Roberts Ke Yuan SSL 60 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
DADM: Dual Alignment of Domain and Modality for Face Anti-spoofing Jingyi Yang Xun Lin Zitong Yu L. Zhang X. Liu Hui Li Xiaochen Yuan Xiaochun Cao CVBM 39 0 0 01 Mar 2025
Discovery and Deployment of Emergent Robot Swarm Behaviors via Representation Learning and Real2Sim2Real Transfer Connor Mattson Varun Raveendra Ricardo Vega Cameron Nowzari Daniel S. Drew Daniel S. Brown 45 0 0 21 Feb 2025
Dynamic Low-Rank Sparse Adaptation for Large Language Models Weizhong Huang Yuxin Zhang Xiawu Zheng Y. Liu Jing Lin Yiwu Yao Rongrong Ji 90 1 0 21 Feb 2025
Without Paired Labeled Data: An End-to-End Self-Supervised Paradigm for UAV-View Geo-Localization Zhongwei Chen Zhao-Xu Yang Hai-Jun Rong SSL 56 0 0 17 Feb 2025
Leveraging a Simulator for Learning Causal Representations from Post-Treatment Covariates for CATE Lokesh Nagalapatti Pranava Singhal Avishek Ghosh Sunita Sarawagi CML 81 0 0 07 Feb 2025
Multi-level Supervised Contrastive Learning Naghmeh Ghanooni Barbod Pajoum Harshit Rawal Sophie Fellenz Vo Nguyen Le Duy Marius Kloft 86 0 0 04 Feb 2025
InfoBridge: Mutual Information estimation via Bridge Matching Sergei Kholkin Ivan Butakov E. Burnaev Nikita Gushchin Alexander Korotin DiffM FedML 55 0 0 03 Feb 2025
Learning Fused State Representations for Control from Multi-View Observations Zeyu Wang Yao Li Xin Li Hongyu Zang Romain Laroche Riashat Islam OffRL 54 0 0 03 Feb 2025
Exploring Siamese Networks in Self-Supervised Fast MRI Reconstruction Liyan Sun Shaocong Yu Chi Zhang Xinghao Ding SSL 34 0 0 18 Jan 2025
Training MLPs on Graphs without Supervision Zehong Wang Zheyuan Zhang Chuxu Zhang Yanfang Ye 70 5 0 05 Dec 2024
GUESS: Generative Uncertainty Ensemble for Self Supervision S. Mohamadi Gianfranco Doretto Donald Adjeroh UQCV 67 0 0 03 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 Fuchun Sun Hui Xiong SSL 69 0 0 30 Nov 2024
Improving OOD Generalization of Pre-trained Encoders via Aligned Embedding-Space Ensembles Shuman Peng Arash Khoeini Sharan Vaswani Martin Ester 70 0 0 20 Nov 2024
Infinite Width Limits of Self Supervised Neural Networks Maximilian Fleissner Gautham Govind Anil D. Ghoshdastidar SSL 145 0 0 17 Nov 2024
Past, Present, and Future of Sensor-Based Human Activity Recognition Using Wearables: A Surveying Tutorial on a Still Challenging Task H. Haresamudram Chi Ian Tang Sungho Suh P. Lukowicz Thomas Ploetz 76 2 0 11 Nov 2024
Understanding the Role of Equivariance in Self-supervised Learning Yifei Wang Kaiwen Hu Sharut Gupta Ziyu Ye Yisen Wang Stefanie Jegelka SSL 44 2 0 10 Nov 2024
Private, Augmentation-Robust and Task-Agnostic Data Valuation Approach for Data Marketplace Tayyebeh Jahani-Nezhad Parsa Moradi M. Maddah-ali Giuseppe Caire 29 0 0 01 Nov 2024
Accelerating Augmentation Invariance Pretraining Jinhong Lin Cheng-En Wu Yibing Wei Pedro Morgado ViT 30 1 0 27 Oct 2024
Idempotent Unsupervised Representation Learning for Skeleton-Based Action Recognition Lilang Lin Lehong Wu Jiahang Zhang Jiaying Liu 30 0 0 27 Oct 2024
Feature Augmentation for Self-supervised Contrastive Learning: A Closer Look Yong Zhang Rui Zhu Shifeng Zhang Xu Zhou Shifeng Chen Xiaofan Chen SSL 38 0 0 16 Oct 2024
Time Series Viewmakers for Robust Disruption Prediction Dhruva Chayapathy Tavis Siebert Lucas Spangher Akshata Kishore Moharir Om Manoj Patil Cristina Rea 23 0 0 14 Oct 2024
A Benchmark Suite for Evaluating Neural Mutual Information Estimators on Unstructured Datasets Kyungeun Lee Wonjong Rhee 24 3 0 14 Oct 2024
Distilling Invariant Representations with Dual Augmentation Nikolaos Giakoumoglou Tania Stathaki 23 0 0 12 Oct 2024
Efficient Distribution Matching of Representations via Noise-Injected Deep InfoMax I. Butakov Alexander Sememenko Alexander Tolmachev Andrey Gladkov Marina Munkhoeva Alexey Frolov 37 0 0 09 Oct 2024
ConML: A Universal Meta-Learning Framework with Task-Level Contrastive Learning Shiguang Wu Yaqing Wang Yatao Bian Quanming Yao CLL 28 0 0 08 Oct 2024
CUDLE: Learning Under Label Scarcity to Detect Cannabis Use in Uncontrolled Environments Reza Rahimi Azghan Nicholas C. Glodosky Ramesh Kumar Sah Carrie Cuttler Ryan McLaughlin M. Cleveland Hassan Ghasemzadeh 26 2 0 04 Oct 2024
ECHO: Environmental Sound Classification with Hierarchical Ontology-guided Semi-Supervised Learning Pranav Gupta Raunak Sharma Rashmi Kumari Sri Krishna Aditya Shwetank Choudhary Sumit Kumar Kanchana M Thilagavathy R 29 1 0 21 Sep 2024
Fine-grained Classification of Port Wine Stains Using Optical Coherence Tomography Angiography Xiaofeng Deng Defu Chen Bowen Liu Xiwan Zhang Haixia Qiu Wu Yuan Hongliang Ren 24 0 0 29 Aug 2024
Leveraging Superfluous Information in Contrastive Representation Learning Xuechu Yu SSL 24 1 0 19 Aug 2024
Multi-scale Contrastive Adaptor Learning for Segmenting Anything in Underperformed Scenes Ke Zhou Zhongwei Qiu Dongmei Fu VLM 35 1 0 12 Aug 2024
Contrastive Graph Representation Learning with Adversarial Cross-view Reconstruction and Information Bottleneck Yuntao Shou Haozhi Lan Xiangyong Cao 38 11 0 01 Aug 2024
ColorMAE: Exploring data-independent masking strategies in Masked AutoEncoders Carlos Hinojosa Shuming Liu Bernard Ghanem 26 2 0 17 Jul 2024
Advanced Graph Clustering Methods: A Comprehensive and In-Depth Analysis Timothé Watteau Aubin Bonnefoy Simon Illouz-Laurent Joaquim Jusseau Serge Iovleff 35 0 0 12 Jul 2024
A Coding-Theoretic Analysis of Hyperspherical Prototypical Learning Geometry Martin Lindström Borja Rodríguez Gálvez Ragnar Thobaben Mikael Skoglund 37 0 0 10 Jul 2024
TE-SSL: Time and Event-aware Self Supervised Learning for Alzheimer's Disease Progression Analysis Jacob Thrasher Alina Devkota Ahmed Tafti Binod Bhattarai P. Gyawali 31 0 0 09 Jul 2024
HCS-TNAS: Hybrid Constraint-driven Semi-supervised Transformer-NAS for Ultrasound Image Segmentation Renqi Chen Xinzhe Zheng Haoyang Su Kehan Wu 26 0 0 05 Jul 2024
Understand What LLM Needs: Dual Preference Alignment for Retrieval-Augmented Generation Guanting Dong Yutao Zhu Chenghao Zhang Zechen Wang Zhicheng Dou Ji-Rong Wen RALM 44 10 0 26 Jun 2024
Discovering Common Information in Multi-view Data Qi Zhang Mingfei Lu Shujian Yu Jingmin Xin Badong Chen 32 5 0 21 Jun 2024
Vision Language Modeling of Content, Distortion and Appearance for Image Quality Assessment Fei Zhou Zhicong Huang Tianhao Gu Guoping Qiu CoGe VLM 64 1 0 14 Jun 2024
Towards an Improved Understanding and Utilization of Maximum Manifold Capacity Representations Rylan Schaeffer Victor Lecomte Dhruv Pai Andres Carranza Berivan Isik ... Yann LeCun SueYeon Chung Andrey Gromov Ravid Shwartz-Ziv Sanmi Koyejo 49 5 0 13 Jun 2024