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Enhanced Continual Learning of Vision-Language Models with Model Fusion

12 March 2025

Papers citing "Enhanced Continual Learning of Vision-Language Models with Model Fusion"

43 / 43 papers shown

Title
Multi-Stage Knowledge Integration of Vision-Language Models for Continual Learning Hongsheng Zhang Zhong Ji Jingren Liu Yanwei Pang Jungong Han VLM 27 1 0 11 Nov 2024
SAFE: Slow and Fast Parameter-Efficient Tuning for Continual Learning with Pre-Trained Models Linglan Zhao Xuerui Zhang K. Yan Shouhong Ding Weiran Huang CLL 81 5 0 04 Nov 2024
Boosting Open-Domain Continual Learning via Leveraging Intra-domain Category-aware Prototype Yadong Lu Shitian Zhao Boxiang Yun Dongsheng Jiang Yin Li Qingli Li Yan Wang VLM CLL 39 1 0 19 Aug 2024
Advancing Cross-domain Discriminability in Continual Learning of Vison-Language Models Yicheng Xu Yuxin Chen Jiahao Nie Yusong Wang Huiping Zhuang Manabu Okumura VLM CLL 64 10 0 27 Jun 2024
EMR-Merging: Tuning-Free High-Performance Model Merging Chenyu Huang Peng Ye Tao Chen Tong He Xiangyu Yue Wanli Ouyang MoMe 78 45 0 23 May 2024
Learning More Generalized Experts by Merging Experts in Mixture-of-Experts Sejik Park FedML CLL MoMe 68 5 0 19 May 2024
Continual Learning of Large Language Models: A Comprehensive Survey Haizhou Shi Zihao Xu Hengyi Wang Weiyi Qin Wenyuan Wang Yibin Wang Zifeng Wang Sayna Ebrahimi Hao Wang CLL KELM LRM 124 84 0 25 Apr 2024
Boosting Continual Learning of Vision-Language Models via Mixture-of-Experts Adapters Jiazuo Yu Yunzhi Zhuge Lu Zhang Ping Hu Dong Wang Huchuan Lu You He VLM KELM CLL OODD 173 87 0 18 Mar 2024
CoLeCLIP: Open-Domain Continual Learning via Joint Task Prompt and Vocabulary Learning Yukun Li Guansong Pang Wei Suo Chenchen Jing Yuling Xi Lingqiao Liu Hao Chen Guoqiang Liang Peng Wang CLL VLM 79 8 0 15 Mar 2024
Select and Distill: Selective Dual-Teacher Knowledge Transfer for Continual Learning on Vision-Language Models Yu-Chu Yu Chi-Pin Huang Jr-Jen Chen Kai-Po Chang Yung-Hsuan Lai Fu-En Yang Yu-Chiang Frank Wang CLL VLM 87 9 0 14 Mar 2024
SDDGR: Stable Diffusion-based Deep Generative Replay for Class Incremental Object Detection Junsu Kim Hoseong Cho Jihyeon Kim Yihalem Yimolal Tiruneh Seungryul Baek DiffM 106 21 0 27 Feb 2024
CLIP in Medical Imaging: A Comprehensive Survey Zihao Zhao Yuxiao Liu Han Wu Yonghao Li Sheng Wang L. Teng Disheng Liu Zhiming Cui Qian Wang Dinggang Shen CLIP MedIm LM&MA VLM 96 43 0 12 Dec 2023
Continual Learning: Applications and the Road Forward Eli Verwimp Rahaf Aljundi Shai Ben-David Matthias Bethge Andrea Cossu ... Joost van de Weijer Bing Liu Vincenzo Lomonaco Tinne Tuytelaars Gido M. van de Ven CLL 100 47 0 20 Nov 2023
Language Models are Super Mario: Absorbing Abilities from Homologous Models as a Free Lunch Le Yu Yu Bowen Haiyang Yu Fei Huang Yongbin Li MoMe 107 333 0 06 Nov 2023
AdaMerging: Adaptive Model Merging for Multi-Task Learning Enneng Yang Zhenyi Wang Li Shen Shiwei Liu Guibing Guo Xingwei Wang Dacheng Tao MoMe 82 124 0 04 Oct 2023
TIES-Merging: Resolving Interference When Merging Models Prateek Yadav Derek Tam Leshem Choshen Colin Raffel Joey Tianyi Zhou MoMe 120 315 0 02 Jun 2023
Improving CLIP Training with Language Rewrites Lijie Fan Dilip Krishnan Phillip Isola Dina Katabi Yonglong Tian BDL VLM CLIP 80 173 0 31 May 2023
Preventing Zero-Shot Transfer Degradation in Continual Learning of Vision-Language Models Zangwei Zheng Mingyu Ma Kai Wang Ziheng Qin Xiangyu Yue Yang You CLL VLM 141 79 0 12 Mar 2023
A Comprehensive Survey of Continual Learning: Theory, Method and Application Liyuan Wang Xingxing Zhang Hang Su Jun Zhu KELM CLL 186 698 0 31 Jan 2023
Dataless Knowledge Fusion by Merging Weights of Language Models Xisen Jin Xiang Ren Daniel Preoţiuc-Pietro Pengxiang Cheng FedML MoMe 75 249 0 19 Dec 2022
Editing Models with Task Arithmetic Gabriel Ilharco Marco Tulio Ribeiro Mitchell Wortsman Suchin Gururangan Ludwig Schmidt Hannaneh Hajishirzi Ali Farhadi KELM MoMe MU 197 518 0 08 Dec 2022
S-Prompts Learning with Pre-trained Transformers: An Occam's Razor for Domain Incremental Learning Yabin Wang Zhiwu Huang Xiaopeng Hong CLL VLM 117 223 0 26 Jul 2022
Don't Stop Learning: Towards Continual Learning for the CLIP Model Yuxuan Ding Lingqiao Liu Chunna Tian Jingyuan Yang Haoxuan Ding CLL VLM KELM 62 55 0 19 Jul 2022
Class-Incremental Continual Learning into the eXtended DER-verse Matteo Boschini Lorenzo Bonicelli Pietro Buzzega Angelo Porrello Simone Calderara CLL BDL 92 141 0 03 Jan 2022
Merging Models with Fisher-Weighted Averaging Michael Matena Colin Raffel FedML MoMe 87 402 0 18 Nov 2021
Robust fine-tuning of zero-shot models Mitchell Wortsman Gabriel Ilharco Jong Wook Kim Mike Li Simon Kornblith ... Raphael Gontijo-Lopes Hannaneh Hajishirzi Ali Farhadi Hongseok Namkoong Ludwig Schmidt VLM 154 736 0 04 Sep 2021
Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processing Pengfei Liu Weizhe Yuan Jinlan Fu Zhengbao Jiang Hiroaki Hayashi Graham Neubig VLM SyDa 228 3,989 0 28 Jul 2021
How Much Can CLIP Benefit Vision-and-Language Tasks? Sheng Shen Liunian Harold Li Hao Tan Joey Tianyi Zhou Anna Rohrbach Kai-Wei Chang Z. Yao Kurt Keutzer CLIP VLM MLLM 257 410 0 13 Jul 2021
LoRA: Low-Rank Adaptation of Large Language Models J. E. Hu Yelong Shen Phillip Wallis Zeyuan Allen-Zhu Yuanzhi Li Shean Wang Lu Wang Weizhu Chen OffRL AI4TS AI4CE ALM AIMat 490 10,496 0 17 Jun 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 972 29,810 0 26 Feb 2021
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 673 41,430 0 22 Oct 2020
Anatomy of Catastrophic Forgetting: Hidden Representations and Task Semantics V. Ramasesh Ethan Dyer M. Raghu CLL 92 178 0 14 Jul 2020
Dark Experience for General Continual Learning: a Strong, Simple Baseline Pietro Buzzega Matteo Boschini Angelo Porrello Davide Abati Simone Calderara BDL CLL 85 922 0 15 Apr 2020
Learning to Learn without Forgetting by Maximizing Transfer and Minimizing Interference Matthew D Riemer Ignacio Cases R. Ajemian Miao Liu Irina Rish Y. Tu Gerald Tesauro CLL 97 788 0 29 Oct 2018
Overcoming catastrophic forgetting with hard attention to the task Joan Serrà Dídac Surís M. Miron Alexandros Karatzoglou CLL 111 1,081 0 04 Jan 2018
PackNet: Adding Multiple Tasks to a Single Network by Iterative Pruning Arun Mallya Svetlana Lazebnik CLL 107 1,308 0 15 Nov 2017
EuroSAT: A Novel Dataset and Deep Learning Benchmark for Land Use and Land Cover Classification P. Helber B. Bischke Andreas Dengel Damian Borth 154 1,830 0 31 Aug 2017
Overcoming catastrophic forgetting in neural networks J. Kirkpatrick Razvan Pascanu Neil C. Rabinowitz J. Veness Guillaume Desjardins ... A. Grabska-Barwinska Demis Hassabis Claudia Clopath D. Kumaran R. Hadsell CLL 374 7,561 0 02 Dec 2016
iCaRL: Incremental Classifier and Representation Learning Sylvestre-Alvise Rebuffi Alexander Kolesnikov G. Sperl Christoph H. Lampert CLL OOD 160 3,781 0 23 Nov 2016
Learning without Forgetting Zhizhong Li Derek Hoiem CLL OOD SSL 308 4,428 0 29 Jun 2016
Progressive Neural Networks Andrei A. Rusu Neil C. Rabinowitz Guillaume Desjardins Hubert Soyer J. Kirkpatrick Koray Kavukcuoglu Razvan Pascanu R. Hadsell CLL AI4CE 81 2,464 0 15 Jun 2016
Describing Textures in the Wild Mircea Cimpoi Subhransu Maji Iasonas Kokkinos S. Mohamed Andrea Vedaldi 3DV 146 2,689 0 14 Nov 2013
Fine-Grained Visual Classification of Aircraft Subhransu Maji Esa Rahtu Arno Solin Matthew Blaschko Andrea Vedaldi 126 2,271 0 21 Jun 2013