Self-Supervised Learning via Maximum Entropy Coding

20 October 2022

Papers citing "Self-Supervised Learning via Maximum Entropy Coding"

27 / 27 papers shown

Title
An Empirically Grounded Identifiability Theory Will Accelerate Self-Supervised Learning Research Patrik Reizinger Randall Balestriero David Klindt Wieland Brendel 40 0 0 17 Apr 2025
SCORE: Soft Label Compression-Centric Dataset Condensation via Coding Rate Optimization Bowen Yuan Yuxia Fu Zijian Wang Yadan Luo Zi Huang DD 70 0 0 18 Mar 2025
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
Idempotent Unsupervised Representation Learning for Skeleton-Based Action Recognition Lilang Lin Lehong Wu Jiahang Zhang Jiaying Liu 27 0 0 27 Oct 2024
Explicit Mutual Information Maximization for Self-Supervised Learning Lele Chang Peilin Liu Qinghai Guo Fei Wen SSL 21 0 0 07 Sep 2024
PTrajM: Efficient and Semantic-rich Trajectory Learning with Pretrained Trajectory-Mamba Yan Lin Yichen Liu Zeyu Zhou Haomin Wen Erwen Zheng S. Guo Youfang Lin Huaiyu Wan Mamba 40 2 0 09 Aug 2024
Dual-pronged deep learning preprocessing on heterogeneous platforms with CPU, GPU and CSD Jia Wei Xingjun Zhang Witold Pedrycz Longxiang Wang Jie Zhao 31 0 0 17 Apr 2024
Self-Supervised Representation Learning with Meta Comprehensive Regularization Huijie Guo Ying Ba Jie Hu Lingyu Si Wenwen Qiang Lei Shi SSL 31 5 0 03 Mar 2024
DUEL: Duplicate Elimination on Active Memory for Self-Supervised Class-Imbalanced Learning Won-Seok Choi Hyun-Dong Lee Dong-Sig Han Junseok Park Heeyeon Koo Byoung-Tak Zhang 30 1 0 14 Feb 2024
RecDCL: Dual Contrastive Learning for Recommendation Dan Zhang Yangliao Geng Wenwen Gong Zhongang Qi Zhiyu Chen Xing Tang Ying Shan Yuxiao Dong Jie Tang 35 24 0 28 Jan 2024
Self-Supervised Learning of Representations for Space Generates Multi-Modular Grid Cells Rylan Schaeffer Mikail Khona Tzuhsuan Ma Cristobal Eyzaguirre Sanmi Koyejo Ila Rani Fiete SSL 29 20 0 04 Nov 2023
Information Flow in Self-Supervised Learning Zhiyuan Tan Jingqin Yang Weiran Huang Yang Yuan Yifan Zhang SSL 25 13 0 29 Sep 2023
Towards the Sparseness of Projection Head in Self-Supervised Learning Zeen Song Xingzhe Su Jingyao Wang Wenwen Qiang Changwen Zheng Fuchun Sun 33 3 0 18 Jul 2023
KECOR: Kernel Coding Rate Maximization for Active 3D Object Detection Yadan Luo Zhuoxiao Chen Zhenying Fang Zheng-Wei Zhang Zi Huang Mahsa Baktashmotlagh 3DPC 18 12 0 16 Jul 2023
Reinforced Disentanglement for Face Swapping without Skip Connection Xiaohang Ren Xingyu Chen Pengfei Yao Harry Shum Baoyuan Wang CVBM 32 9 0 16 Jul 2023
On-Device Constrained Self-Supervised Speech Representation Learning for Keyword Spotting via Knowledge Distillation Gene-Ping Yang Yue Gu Qingming Tang Dongsu Du Yuzong Liu 20 5 0 06 Jul 2023
Matrix Information Theory for Self-Supervised Learning Yifan Zhang Zhi-Hao Tan Jingqin Yang Weiran Huang Yang Yuan SSL 42 16 0 27 May 2023
Learning Symbolic Representations Through Joint GEnerative and DIscriminative Training Emanuele Sansone Robin Manhaeve BDL FedML GAN 23 5 0 22 Apr 2023
GEDI: GEnerative and DIscriminative Training for Self-Supervised Learning Emanuele Sansone Robin Manhaeve SSL 17 9 0 27 Dec 2022
Pre-training General Trajectory Embeddings with Maximum Multi-view Entropy Coding Yan Lin Huaiyu Wan S. Guo Jilin Hu Christian S. Jensen Youfang Lin AI4TS 26 19 0 29 Jul 2022
Supporting Vision-Language Model Inference with Confounder-pruning Knowledge Prompt Jiangmeng Li Wenyi Mo Wenwen Qiang Bing-Huang Su Changwen Zheng Hui Xiong Ji-Rong Wen VLM 16 0 0 23 May 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
Compressive Visual Representations Kuang-Huei Lee Anurag Arnab S. Guadarrama John F. Canny Ian S. Fischer SSL 62 48 0 27 Sep 2021
On Feature Decorrelation in Self-Supervised Learning Tianyu Hua Wenxiao Wang Zihui Xue Sucheng Ren Yue Wang Hang Zhao SSL OOD 117 187 0 02 May 2021
With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations Debidatta Dwibedi Y. Aytar Jonathan Tompson P. Sermanet Andrew Zisserman SSL 188 452 0 29 Apr 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 314 5,773 0 29 Apr 2021
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 267 3,369 0 09 Mar 2020