Title
Towards a Unified Representation Evaluation Framework Beyond Downstream Tasks Christos Plachouras Julien Guinot George Fazekas Elio Quinton Emmanouil Benetos Johan Pauwels 110 1 0 09 May 2025
Token Coordinated Prompt Attention is Needed for Visual Prompting Zichen Liu Xu Zou Gang Hua Jiahuan Zhou 34 0 0 05 May 2025
ReplaceMe: Network Simplification via Layer Pruning and Linear Transformations Dmitriy Shopkhoev Ammar Ali Magauiya Zhussip Valentin Malykh Stamatios Lefkimmiatis N. Komodakis Sergey Zagoruyko VLM 108 0 0 05 May 2025
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Kun He Zijian Song Shuoxi Zhang J. Hopcroft CLL 56 0 0 25 Apr 2025
Learning Optimal Prompt Ensemble for Multi-source Visual Prompt Transfer Enming Zhang Liwen Cao Yanru Wu Zijie Zhao Guan Wang Yang Li 47 0 0 09 Apr 2025
Vision-LSTM: xLSTM as Generic Vision Backbone Benedikt Alkin M. Beck Korbinian Poppel Sepp Hochreiter Johannes Brandstetter VLM 56 42 0 24 Feb 2025
MIM-Refiner: A Contrastive Learning Boost from Intermediate Pre-Trained Representations Benedikt Alkin Lukas Miklautz Sepp Hochreiter Johannes Brandstetter VLM 63 8 0 24 Feb 2025
DiTASK: Multi-Task Fine-Tuning with Diffeomorphic Transformations Krishna Sri Ipsit Mantri Carola-Bibiane Schönlieb Bruno Ribeiro Chaim Baskin Moshe Eliasof 41 0 0 09 Feb 2025
Vision-Language Model Selection and Reuse for Downstream Adaptation Hao-Zhe Tan Zhi-Hua Zhou Lan-Zhe Guo Yu-Feng Li VLM 91 0 0 30 Jan 2025
Self-supervised Benchmark Lottery on ImageNet: Do Marginal Improvements Translate to Improvements on Similar Datasets? Utku Ozbulak Esla Timothy Anzaku Solha Kang W. D. Neve J. Vankerschaver 50 0 0 28 Jan 2025
Transforming Vision Transformer: Towards Efficient Multi-Task Asynchronous Learning Hanwen Zhong Jiaxin Chen Yutong Zhang Di Huang Yunhong Wang MoE 42 0 0 12 Jan 2025
Integrating Dual Prototypes for Task-Wise Adaption in Pre-Trained Model-Based Class-Incremental Learning Zhiming Xu S. M. I. Simon X. Yang Baile Xu Jian Zhao F. Shen CLL 81 0 0 26 Nov 2024
MambaPEFT: Exploring Parameter-Efficient Fine-Tuning for Mamba Masakazu Yoshimura Teruaki Hayashi Yota Maeda Mamba 93 2 0 06 Nov 2024
Probabilistic Language-Image Pre-Training Sanghyuk Chun Wonjae Kim Song Park Sangdoo Yun MLLM VLM CLIP 105 4 2 24 Oct 2024
Revisiting Prefix-tuning: Statistical Benefits of Reparameterization among Prompts Minh Le Chau Nguyen Huy Nguyen Quyen Tran Trung Le Nhat Ho 32 4 0 03 Oct 2024
PACE: Marrying generalization in PArameter-efficient fine-tuning with Consistency rEgularization Yao Ni Shan Zhang Piotr Koniusz 125 2 0 25 Sep 2024
Unsupervised Representation Learning by Balanced Self Attention Matching Daniel Shalam Simon Korman SSL 33 0 0 04 Aug 2024
Scaling Backwards: Minimal Synthetic Pre-training? Ryo Nakamura Ryu Tadokoro Ryosuke Yamada Tim Puhlfürß Iro Laina Christian Rupprecht Walid Maalej Rio Yokota Hirokatsu Kataoka DD 16 2 0 01 Aug 2024
Straightforward Layer-wise Pruning for More Efficient Visual Adaptation Ruizi Han Jinglei Tang 41 1 0 19 Jul 2024
Which Backbone to Use: A Resource-efficient Domain Specific Comparison for Computer Vision Pranav Jeevan Amit Sethi VLM 31 4 0 09 Jun 2024
CLIPLoss and Norm-Based Data Selection Methods for Multimodal Contrastive Learning Yiping Wang Yifang Chen Wendan Yan Alex Fang Wenjing Zhou Kevin G. Jamieson S. Du 32 7 0 29 May 2024
FeTT: Continual Class Incremental Learning via Feature Transformation Tuning Sunyuan Qiang Xuxin Lin Yanyan Liang Jun Wan Du Zhang CLL 37 1 0 20 May 2024
Better Monocular 3D Detectors with LiDAR from the Past Yurong You Cheng Perng Phoo Carlos Diaz-Ruiz Katie Z Luo Wei-Lun Chao Mark E. Campbell B. Hariharan Kilian Q. Weinberger 3DPC 29 1 0 08 Apr 2024
Parameter Efficient Quasi-Orthogonal Fine-Tuning via Givens Rotation Xinyu Ma Xu Chu Zhibang Yang Yang Lin Xin Gao Junfeng Zhao 38 6 0 05 Apr 2024
Denoising Autoregressive Representation Learning Yazhe Li J. Bornschein Ting Chen DiffM 30 3 0 08 Mar 2024
Large Convolutional Model Tuning via Filter Subspace Wei Chen Zichen Miao Qiang Qiu 49 3 0 01 Mar 2024
Parameter-Efficient Fine-Tuning for Pre-Trained Vision Models: A Survey Yi Xin Jianjiang Yang Haodi Zhou Junlong Du Junlong Du Yue Fan Qing Li Qing Li Yuntao Du VLM 59 75 0 03 Feb 2024
Effective pruning of web-scale datasets based on complexity of concept clusters Amro Abbas E. Rusak Kushal Tirumala Wieland Brendel Kamalika Chaudhuri Ari S. Morcos VLM CLIP 28 22 0 09 Jan 2024
Read Between the Layers: Leveraging Multi-Layer Representations for Rehearsal-Free Continual Learning with Pre-Trained Models Kyra Ahrens Hans Hergen Lehmann Jae Hee Lee Stefan Wermter CLL 18 7 0 13 Dec 2023
Efficient Stitchable Task Adaptation Haoyu He Zizheng Pan Jing Liu Jianfei Cai Bohan Zhuang 24 3 0 29 Nov 2023
Leveraging Image-Text Similarity and Caption Modification for the DataComp Challenge: Filtering Track and BYOD Track Shuhei Yokoo Peifei Zhu Yuchi Ishikawa Mikihiro Tanaka Masayoshi Kondo Hirokatsu Kataoka 16 0 0 23 Oct 2023
D2 Pruning: Message Passing for Balancing Diversity and Difficulty in Data Pruning A. Maharana Prateek Yadav Mohit Bansal 19 28 0 11 Oct 2023
SCT: A Simple Baseline for Parameter-Efficient Fine-Tuning via Salient Channels Henry Hengyuan Zhao Pichao Wang Yuyang Zhao Hao Luo F. Wang Mike Zheng Shou ViT 29 14 0 15 Sep 2023
PILOT: A Pre-Trained Model-Based Continual Learning Toolbox Hai-Long Sun Da-Wei Zhou Han-Jia Ye De-Chuan Zhan CLL 100 27 0 13 Sep 2023
Stochastic positional embeddings improve masked image modeling Amir Bar Florian Bordes Assaf Shocher Mahmoud Assran Pascal Vincent Nicolas Ballas Trevor Darrell Amir Globerson Yann LeCun 8 3 0 31 Jul 2023
Advances and Challenges in Meta-Learning: A Technical Review Anna Vettoruzzo Mohamed-Rafik Bouguelia Joaquin Vanschoren Thorsteinn Rögnvaldsson K. Santosh OffRL 19 70 0 10 Jul 2023
Confidence-Based Model Selection: When to Take Shortcuts for Subpopulation Shifts Annie S. Chen Yoonho Lee Amrith Rajagopal Setlur Sergey Levine Chelsea Finn OOD 14 5 0 19 Jun 2023
Generating Synthetic Datasets by Interpolating along Generalized Geodesics JiaoJiao Fan David Alvarez-Melis 19 10 0 12 Jun 2023
Do We Really Need a Large Number of Visual Prompts? Youngeun Kim Yuhang Li Abhishek Moitra Ruokai Yin Priyadarshini Panda VLM VPVLM 34 5 0 26 May 2023
Robust Tickets Can Transfer Better: Drawing More Transferable Subnetworks in Transfer Learning Y. Fu Ye Yuan Shang Wu Jiayi Yuan Yingyan Lin OOD 50 3 0 24 Apr 2023
LLaMA-Adapter: Efficient Fine-tuning of Language Models with Zero-init Attention Renrui Zhang Jiaming Han Chris Liu Peng Gao Aojun Zhou Xiangfei Hu Shilin Yan Pan Lu Hongsheng Li Yu Qiao MLLM 33 739 0 28 Mar 2023
ViM: Vision Middleware for Unified Downstream Transferring Yutong Feng Biao Gong Jianwen Jiang Yiliang Lv Yujun Shen Deli Zhao Jingren Zhou 19 1 0 13 Mar 2023
Can We Scale Transformers to Predict Parameters of Diverse ImageNet Models? Boris Knyazev Doha Hwang Simon Lacoste-Julien AI4CE 24 17 0 07 Mar 2023
Meta-Album: Multi-domain Meta-Dataset for Few-Shot Image Classification I. Ullah Dustin Carrión-Ojeda Sergio Escalera Isabelle M Guyon Mike Huisman F. Mohr Jan N van Rijn Haozhe Sun Joaquin Vanschoren P. Vu VLM 22 32 0 16 Feb 2023
Scaling Vision Transformers to 22 Billion Parameters Mostafa Dehghani Josip Djolonga Basil Mustafa Piotr Padlewski Jonathan Heek ... Mario Luvcić Xiaohua Zhai Daniel Keysers Jeremiah Harmsen N. Houlsby MLLM 61 569 0 10 Feb 2023
Project and Probe: Sample-Efficient Domain Adaptation by Interpolating Orthogonal Features Annie S. Chen Yoonho Lee Amrith Rajagopal Setlur Sergey Levine Chelsea Finn VLM 19 9 0 10 Feb 2023
DoG is SGD's Best Friend: A Parameter-Free Dynamic Step Size Schedule Maor Ivgi Oliver Hinder Y. Carmon ODL 24 56 0 08 Feb 2023
A Closer Look at Few-shot Classification Again Xu Luo Hao Wu Ji Zhang Lianli Gao Jing Xu Jingkuan Song 24 48 0 28 Jan 2023
Principled and Efficient Transfer Learning of Deep Models via Neural Collapse Xiao Li Sheng Liu Jin-li Zhou Xin Lu C. Fernandez‐Granda Zhihui Zhu Q. Qu AAML 19 18 0 23 Dec 2022
3D Point Cloud Pre-training with Knowledge Distillation from 2D Images Yuan Yao Yuanhan Zhang Zhen-fei Yin Jiebo Luo Wanli Ouyang Xiaoshui Huang 3DPC 27 10 0 17 Dec 2022