Title
Beyond CLIP Generalization: Against Forward&Backward Forgetting Adapter for Continual Learning of Vision-Language Models Songlin Dong Chenhao Ding Jiangyang Li Jizhou Han Qiang Wang Yuhang He Yihong Gong CLL VLM 40 0 0 12 May 2025
Task-Adapter++: Task-specific Adaptation with Order-aware Alignment for Few-shot Action Recognition Congqi Cao Peiheng Han Y. Zhang Yating Yu Qinyi Lv Lingtong Min Yanning Zhang VLM 45 0 0 09 May 2025
A Model Zoo on Phase Transitions in Neural Networks Konstantin Schurholt Léo Meynent Yefan Zhou Haiquan Lu Yaoqing Yang Damian Borth 68 0 0 25 Apr 2025
Param $Δ$ for Direct Weight Mixing: Post-Train Large Language Model at Zero Cost Sheng Cao Mingrui Wu Karthik Prasad Yuandong Tian Zechun Liu MoMe 80 0 0 23 Apr 2025
Mitigating Parameter Interference in Model Merging via Sharpness-Aware Fine-Tuning Yeoreum Lee Jinwook Jung Sungyong Baik MoMe 40 0 0 20 Apr 2025
Vision-Centric Representation-Efficient Fine-Tuning for Robust Universal Foreground Segmentation Guoyi Zhang Siyang Chen Guangsheng Xu Han Wang Xiaohu Zhang 34 0 0 20 Apr 2025
CLIP-Powered Domain Generalization and Domain Adaptation: A Comprehensive Survey Jindong Li Yongqian Li Yali Fu Jiahong Liu Yixin Liu Menglin Yang Irwin King VLM 41 0 0 19 Apr 2025
Leveraging Submodule Linearity Enhances Task Arithmetic Performance in LLMs Rui Dai Sile Hu Xu Shen Yonggang Zhang Xinmei Tian Jieping Ye MoMe 49 2 0 15 Apr 2025
When is Task Vector Provably Effective for Model Editing? A Generalization Analysis of Nonlinear Transformers Hongkang Li Yihua Zhang Shuai Zhang Hao Wu Sijia Liu Pin-Yu Chen MoMe 69 3 0 15 Apr 2025
Weight Ensembling Improves Reasoning in Language Models Xingyu Dang Christina Baek Kaiyue Wen Zico Kolter Aditi Raghunathan MoMe LRM 63 1 0 14 Apr 2025
The Impact of Model Zoo Size and Composition on Weight Space Learning Damian Falk Konstantin Schurholt Damian Borth 36 0 0 14 Apr 2025
A Model Zoo of Vision Transformers Damian Falk Léo Meynent Florence Pfammatter Konstantin Schurholt Damian Borth 34 0 0 14 Apr 2025
MASS: MoErging through Adaptive Subspace Selection Donato Crisostomi Alessandro Zirilli Antonio Andrea Gargiulo Maria Sofia Bucarelli Simone Scardapane Fabrizio Silvestri Iacopo Masi Emanuele Rodolà MoMe 40 0 0 06 Apr 2025
Noise-Aware Generalization: Robustness to In-Domain Noise and Out-of-Domain Generalization Siqi Wang Aoming Liu Bryan A. Plummer OOD 38 0 0 03 Apr 2025
Semantic Library Adaptation: LoRA Retrieval and Fusion for Open-Vocabulary Semantic Segmentation Reza Qorbani Gianluca Villani Theodoros Panagiotakopoulos Marc Botet Colomer Linus Harenstam-Nielsen ... Pier Luigi Dovesi Jussi Karlgren Daniel Cremers F. Tombari Matteo Poggi VLM 52 0 0 27 Mar 2025
IAP: Improving Continual Learning of Vision-Language Models via Instance-Aware Prompting Hao Fu Hanbin Zhao Jiahua Dong Chao Zhang Hui Qian CLL VLM 91 0 0 26 Mar 2025
Efficient Model Development through Fine-tuning Transfer Pin-Jie Lin Rishab Balasubramanian Fengyuan Liu Nikhil Kandpal Tu Vu 64 0 0 25 Mar 2025
EasyRobust: A Comprehensive and Easy-to-use Toolkit for Robust and Generalized Vision Xiaofeng Mao YueFeng Chen Rong Zhang Hui Xue Zhao Li Hang Su AAML VLM 43 0 0 21 Mar 2025
When Domain Generalization meets Generalized Category Discovery: An Adaptive Task-Arithmetic Driven Approach Vaibhav Rathore S. Bagchi Saikat Dutta Sarthak Mehrotra Zsolt Kira Biplab Banerjee OOD 76 1 0 19 Mar 2025
Understanding the Generalization of In-Context Learning in Transformers: An Empirical Study Xingxuan Zhang Haoran Wang Jiansheng Li Yuan Xue Shikai Guan Renzhe Xu Hao Zou Han Yu Peng Cui 50 0 0 19 Mar 2025
Rethinking Few-Shot Adaptation of Vision-Language Models in Two Stages Matteo Farina Massimiliano Mancini Giovanni Iacca Elisa Ricci VLM 57 0 0 14 Mar 2025
Continual Text-to-Video Retrieval with Frame Fusion and Task-Aware Routing Zecheng Zhao Zhi Chen Zi-Rui Huang S. Sadiq Tong Chen 36 0 0 13 Mar 2025
Enhanced Continual Learning of Vision-Language Models with Model Fusion Haoyuan Gao Zicong Zhang Yuqi Wei Linglan Zhao Guilin Li Y. Li Linghe Kong Weiran Huang CLL VLM 167 0 0 12 Mar 2025
Project-Probe-Aggregate: Efficient Fine-Tuning for Group Robustness B. Zhu Jiequan Cui Hanwang Zhang Chi Zhang 85 0 0 12 Mar 2025
Towards Robust Model Evolution with Algorithmic Recourse Hao-Tsung Yang Jie Gao Bo-Yi Liu Zhi-Xuan Liu 48 0 0 12 Mar 2025
Continual Learning for Multiple Modalities Hyundong Jin Eunwoo Kim CLL 69 0 0 11 Mar 2025
Task Vector Quantization for Memory-Efficient Model Merging Youngeun Kim Seunghwan Lee Aecheon Jung Bogon Ryu Sungeun Hong MQ MoMe 54 0 0 10 Mar 2025
BTFL: A Bayesian-based Test-Time Generalization Method for Internal and External Data Distributions in Federated learning Yu Zhou Bingyan Liu FedML OOD TTA 59 0 0 09 Mar 2025
Statistical Deficiency for Task Inclusion Estimation Loïc Fosse Frédéric Béchet Benoit Favre Géraldine Damnati Gwénolé Lecorvé Maxime Darrin Philippe Formont Pablo Piantanida 139 0 0 07 Mar 2025
Understanding the Limits of Lifelong Knowledge Editing in LLMs Lukas Thede Karsten Roth Matthias Bethge Zeynep Akata Tom Hartvigsen KELM CLL 75 2 0 07 Mar 2025
Robust Learning of Diverse Code Edits Tushar Aggarwal Swayam Singh Abhijeet Awasthi Aditya Kanade Nagarajan Natarajan SyDa 157 0 0 05 Mar 2025
Multi-Level Collaboration in Model Merging Qi Li Runpeng Yu Xinchao Wang MoMe FedML 93 0 0 03 Mar 2025
Learning to Generalize without Bias for Open-Vocabulary Action Recognition Yating Yu Congqi Cao Yifan Zhang Yanning Zhang VLM 43 0 0 27 Feb 2025
Sequence-level Large Language Model Training with Contrastive Preference Optimization Zhili Feng Dhananjay Ram Cole Hawkins Aditya Rawal Jinman Zhao Sheng Zha 62 0 0 23 Feb 2025
Model-agnostic Coreset Selection via LLM-based Concept Bottlenecks Akshay Mehra Trisha Mittal Subhadra Gopalakrishnan Joshua Kimball 45 0 0 23 Feb 2025
Enhancing Adversarial Robustness of Vision-Language Models through Low-Rank Adaptation Yuheng Ji Yue Liu Zhicheng Zhang Zhao Zhang Yuting Zhao Gang Zhou Xingwei Zhang Xinwang Liu Xiaolong Zheng VLM 113 4 0 21 Feb 2025
Directional Gradient Projection for Robust Fine-Tuning of Foundation Models Chengyue Huang Junjiao Tian Brisa Maneechotesuwan Shivang Chopra Z. Kira 54 0 0 21 Feb 2025
Robust Concept Erasure Using Task Vectors Minh Pham Kelly O. Marshall Chinmay Hegde Niv Cohen 120 17 0 21 Feb 2025
Fine Tuning without Catastrophic Forgetting via Selective Low Rank Adaptation Reza Akbarian Bafghi Carden Bagwell Avinash Ravichandran Ashish Shrivastava M. Raissi 48 0 0 28 Jan 2025
Point-PRC: A Prompt Learning Based Regulation Framework for Generalizable Point Cloud Analysis Hongyu Sun Qiuhong Ke Yunhong Wang Wang Chen Kang Yang Deying Li Jianfei Cai 3DPC 83 3 0 17 Jan 2025
BIOMEDICA: An Open Biomedical Image-Caption Archive, Dataset, and Vision-Language Models Derived from Scientific Literature Alejandro Lozano M. W. Sun James Burgess Liangyu Chen Jeffrey Nirschl ... Xiaohan Wang Yuhui Zhang Alfred Seunghoon Song Robert Tibshirani Serena Yeung-Levy LM&MA VLM MedIm 68 8 0 13 Jan 2025
Soup to go: mitigating forgetting during continual learning with model averaging Anat Kleiman Gintare Karolina Dziugaite Jonathan Frankle Sham Kakade Mansheej Paul MoMe CLL KELM 58 0 0 09 Jan 2025
Localize-and-Stitch: Efficient Model Merging via Sparse Task Arithmetic Yifei He Yuzheng Hu Yong Lin Tong Zhang Han Zhao FedML MoMe 65 18 0 08 Jan 2025
Fresh-CL: Feature Realignment through Experts on Hypersphere in Continual Learning Zhongyi Zhou Yaxin Peng Pin Yi Minjie Zhu Chaomin Shen 136 0 0 04 Jan 2025
The Unmet Promise of Synthetic Training Images: Using Retrieved Real Images Performs Better Scott Geng Cheng-Yu Hsieh Vivek Ramanujan Matthew Wallingford Chun-Liang Li Pang Wei Koh Ranjay Krishna DiffM 68 6 0 03 Jan 2025
Parameter-Efficient Interventions for Enhanced Model Merging Marcin Osial Daniel Marczak Bartosz Zieliñski MoMe 84 1 0 22 Dec 2024
Non-Uniform Parameter-Wise Model Merging Albert Manuel Orozco Camacho Stefan Horoi Guy Wolf Eugene Belilovsky MoMe FedML 90 0 0 20 Dec 2024
Beyond Accuracy: On the Effects of Fine-tuning Towards Vision-Language Model's Prediction Rationality Qitong Wang Tang Li Kien X. Nguyen Xi Peng 85 0 0 17 Dec 2024
A LoRA is Worth a Thousand Pictures Chenxi Liu Towaki Takikawa Alec Jacobson DiffM OffRL 79 2 0 16 Dec 2024
Attention Head Purification: A New Perspective to Harness CLIP for Domain Generalization Yingfan Wang Guoliang Kang VLM 82 0 0 10 Dec 2024