Title
LookWhere? Efficient Visual Recognition by Learning Where to Look and What to See from Self-Supervision A. Fuller Yousef Yassin Junfeng Wen Daniel G. Kyrollos Tarek Ibrahim James R. Green Evan Shelhamer ViT 182 0 0 23 May 2025
UniVLA: Learning to Act Anywhere with Task-centric Latent Actions Qingwen Bu Yanting Yang Jisong Cai Shenyuan Gao Guanghui Ren Maoqing Yao Ping Luo Hongyang Li 396 9 0 09 May 2025
Looking Beyond Language Priors: Enhancing Visual Comprehension and Attention in Multimodal Models Aarti Ghatkesar Uddeshya Upadhyay Ganesh Venkatesh VLM 70 1 0 08 May 2025
seq-JEPA: Autoregressive Predictive Learning of Invariant-Equivariant World Models Hafez Ghaemi Eilif Muller Shahab Bakhtiari 152 0 0 06 May 2025
JEPA for RL: Investigating Joint-Embedding Predictive Architectures for Reinforcement Learning Tristan Kenneweg Philip Kenneweg Barbara Hammer AI4TS 70 0 0 23 Apr 2025
Can Masked Autoencoders Also Listen to Birds? Lukas Rauch Ilyass Moummad René Heinrich Alexis Joly Bernhard Sick Christoph Scholz 128 0 0 17 Apr 2025
TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations Yihang Lu Yangyang Xu Qitao Qing Xianwei Meng AI4TS 98 0 0 17 Apr 2025
Evolved Hierarchical Masking for Self-Supervised Learning Zhanzhou Feng Shiliang Zhang 135 0 0 12 Apr 2025
Missing Target-Relevant Information Prediction with World Model for Accurate Zero-Shot Composed Image Retrieval Yuanmin Tang Jing Yu Keke Gai Jiamin Zhuang Gang Xiong Gaopeng Gou Qi Wu VGen 160 2 0 21 Mar 2025
Conjuring Positive Pairs for Efficient Unification of Representation Learning and Image Synthesis Imanol G. Estepa Jesús M. Rodríguez-de-Vera Ignacio Sarasúa Bhalaji Nagarajan Petia Radeva 170 0 0 19 Mar 2025
TULIP: Towards Unified Language-Image Pretraining Zineng Tang Long Lian Seun Eisape Xudong Wang Roei Herzig Adam Yala Alane Suhr Trevor Darrell David M. Chan VLM CLIP MLLM 187 7 0 19 Mar 2025
A Data-Centric Revisit of Pre-Trained Vision Models for Robot Learning Xin Wen Bingchen Zhao Yilun Chen Jiangmiao Pang Xiaojuan Qi LM&Ro 210 0 0 10 Mar 2025
Generative Artificial Intelligence in Robotic Manipulation: A Survey Kun Zhang Peng Yun Jun Cen Junhao Cai DiDi Zhu ... Qifeng Chen Jia Pan Wei Zhang Bo Yang Hua Chen 175 1 0 05 Mar 2025
Learning Actionable World Models for Industrial Process Control Peng Yan Ahmed Abdulkadir Gerrit A. Schatte Giulia Anguzzi Joonsu Gha Nikola Pascher Matthias Rosenthal Yunlong Gao Benjamin Grewe Thilo Stadelmann DRL AI4CE 118 0 0 03 Mar 2025
MIM-Refiner: A Contrastive Learning Boost from Intermediate Pre-Trained Representations Benedikt Alkin Lukas Miklautz Sepp Hochreiter Johannes Brandstetter VLM 247 8 0 24 Feb 2025
UNION: Unsupervised 3D Object Detection using Object Appearance-based Pseudo-Classes T. Lentsch Holger Caesar D. Gavrila 3DPC 151 8 0 20 Feb 2025
Simpler Fast Vision Transformers with a Jumbo CLS Token A. Fuller Yousef Yassin Daniel G. Kyrollos Evan Shelhamer James R. Green 191 0 0 20 Feb 2025
Simplifying DINO via Coding Rate Regularization Ziyang Wu Jingyuan Zhang Druv Pai Xinze Wang Chandan Singh Jianwei Yang Jianfeng Gao Yi-An Ma 517 1 0 17 Feb 2025
From Pixels to Components: Eigenvector Masking for Visual Representation Learning Alice Bizeul Thomas M. Sutter Alain Ryser Bernhard Schölkopf Julius von Kügelgen Julia E. Vogt 186 2 0 10 Feb 2025
Leveraging Joint Predictive Embedding and Bayesian Inference in Graph Self Supervised Learning Srinitish Srinivasan Omkumar CU SSL BDL 136 0 0 02 Feb 2025
Beyond [cls]: Exploring the true potential of Masked Image Modeling representations Marcin Przewiȩźlikowski Randall Balestriero Wojciech Jasiński Marek 'Smieja Bartosz Zieliñski 197 1 0 04 Dec 2024
Zero-shot Musical Stem Retrieval with Joint-Embedding Predictive Architectures Alain Riou Antonin Gagnere Gaëtan Hadjeres Stefan Lattner Geoffroy Peeters 128 0 0 29 Nov 2024
RoboPEPP: Vision-Based Robot Pose and Joint Angle Estimation through Embedding Predictive Pre-Training Raktim Gautam Goswami Prashanth Krishnamurthy Yann LeCun Farshad Khorrami 139 1 0 26 Nov 2024
CityWalker: Learning Embodied Urban Navigation from Web-Scale Videos Xinhao Liu Jiajian Li Yichen Jiang Niranjan Sujay Zhiyong Yang Juexiao Zhang John Abanes Jing Zhang Chen Feng 166 4 0 26 Nov 2024
EchoFM: Foundation Model for Generalizable Echocardiogram Analysis Sekeun Kim Pengfei Jin S. Song Cheng Chen Yiwei Li Hui Ren Xiang Li Tianming Liu Quanzheng Li 95 0 0 30 Oct 2024
Revisiting MAE pre-training for 3D medical image segmentation Tassilo Wald Constantin Ulrich Stanislav Lukyanenko Andrei Goncharov Alberto Paderno Leander Maerkisch Paul F. Jäger Paul F. Jäger Klaus Maier-Hein 117 2 0 30 Oct 2024
TIPS: Text-Image Pretraining with Spatial awareness Kevis-Kokitsi Maninis Kaifeng Chen Soham Ghosh Arjun Karpur Koert Chen ... Jan Dlabal Dan Gnanapragasam Mojtaba Seyedhosseini Howard Zhou Andre Araujo VLM 115 3 0 21 Oct 2024
Representation Alignment for Generation: Training Diffusion Transformers Is Easier Than You Think Sihyun Yu Sangkyung Kwak Huiwon Jang Jongheon Jeong Jonathan Huang Jinwoo Shin Saining Xie OCL 157 102 0 09 Oct 2024
Lexicon3D: Probing Visual Foundation Models for Complex 3D Scene Understanding Yunze Man Shuhong Zheng Zhipeng Bao M. Hebert Liang-Yan Gui Yu-Xiong Wang 121 23 0 05 Sep 2024
A Survey of the Self Supervised Learning Mechanisms for Vision Transformers Asifullah Khan A. Sohail Mustansar Fiaz Mehdi Hassan Tariq Habib Afridi ... Muhammad Zaigham Zaheer Kamran Ali Tangina Sultana Ziaurrehman Tanoli Naeem Akhter 258 5 0 30 Aug 2024
Semantics-Oriented Multitask Learning for DeepFake Detection: A Joint Embedding Approach Mian Zou Baosheng Yu Yibing Zhan Siwei Lyu Kede Ma CVBM 124 2 0 29 Aug 2024
PooDLe: Pooled and dense self-supervised learning from naturalistic videos Alex N. Wang Christopher Hoang Yuwen Xiong Yann LeCun Mengye Ren 218 0 0 20 Aug 2024
CNN-JEPA: Self-Supervised Pretraining Convolutional Neural Networks Using Joint Embedding Predictive Architecture András Kalapos Bálint Gyires-Tóth 94 2 0 14 Aug 2024
Representation Learning and Identity Adversarial Training for Facial Behavior Understanding Mang Ning A. A. Salah Itir Onal Ertugrul CVBM 165 5 0 15 Jul 2024
Video-to-Audio Generation with Hidden Alignment Manjie Xu Chenxing Li Yong Ren Rilin Chen Yu Gu Yu Gu Dong Yu Dong Yu DiffM VGen 88 12 0 10 Jul 2024
UniZero: Generalized and Efficient Planning with Scalable Latent World Models Yuan Pu Yazhe Niu Jiyuan Ren Zhenjie Yang Hongsheng Li Yu Liu OffRL 202 2 0 15 Jun 2024
A deep cut into Split Federated Self-supervised Learning Marcin Przewiȩźlikowski Marcin Osial Bartosz Zieliñski Marek 'Smieja FedML 96 0 0 12 Jun 2024
A Survey on Vision-Language-Action Models for Embodied AI Yueen Ma Zixing Song Yuzheng Zhuang Jianye Hao Irwin King LM&Ro 307 54 0 23 May 2024
Modeling Caption Diversity in Contrastive Vision-Language Pretraining Samuel Lavoie Polina Kirichenko Mark Ibrahim Mahmoud Assran Andrew Gordon Wilson Aaron Courville Nicolas Ballas CLIP VLM 151 23 0 30 Apr 2024
Point-JEPA: A Joint Embedding Predictive Architecture for Self-Supervised Learning on Point Cloud Ayumu Saito Prachi Kudeshia Jiju Poovvancheri 3DPC 128 8 0 25 Apr 2024
Dissecting Query-Key Interaction in Vision Transformers Xu Pan Aaron Philip Ziqian Xie Odelia Schwartz 105 1 0 04 Apr 2024
Joint-Embedding Masked Autoencoder for Self-supervised Learning of Dynamic Functional Connectivity from the Human Brain Jungwon Choi Hyungi Lee Byung-Hoon Kim Juho Lee 122 1 0 11 Mar 2024
Unsupervised Video Domain Adaptation with Masked Pre-Training and Collaborative Self-Training Arun V. Reddy William Paul Corban Rivera Ketul Shah Celso M. de Melo Rama Chellappa 120 4 0 05 Dec 2023
Graph-level Representation Learning with Joint-Embedding Predictive Architectures Geri Skenderi Hang Li Jiliang Tang Marco Cristani AI4TS GNN 119 5 0 27 Sep 2023
Self-Supervised Siamese Autoencoders Friederike Baier Sebastian Mair Samuel G. Fadel SSL 81 4 0 05 Apr 2023
Efficient Self-supervised Learning with Contextualized Target Representations for Vision, Speech and Language Alexei Baevski Arun Babu Wei-Ning Hsu Michael Auli VLM SSL 101 97 0 14 Dec 2022
The Hidden Uniform Cluster Prior in Self-Supervised Learning Mahmoud Assran Randall Balestriero Quentin Duval Florian Bordes Ishan Misra Piotr Bojanowski Pascal Vincent Michael G. Rabbat Nicolas Ballas SSL 90 50 0 13 Oct 2022
VICRegL: Self-Supervised Learning of Local Visual Features Adrien Bardes Jean Ponce Yann LeCun SSL 96 126 0 04 Oct 2022
Semi-supervised Vision Transformers at Scale Zhaowei Cai Avinash Ravichandran Paolo Favaro Manchen Wang Davide Modolo Rahul Bhotika Zhuowen Tu Stefano Soatto ViT 93 58 0 11 Aug 2022
On the Principles of Parsimony and Self-Consistency for the Emergence of Intelligence Yi Ma Doris Y. Tsao H. Shum 111 78 0 11 Jul 2022