InfLoRA: Interference-Free Low-Rank Adaptation for Continual Learning

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InfLoRA: Interference-Free Low-Rank Adaptation for Continual Learning

30 March 2024

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Papers citing "InfLoRA: Interference-Free Low-Rank Adaptation for Continual Learning"

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Title
EKPC: Elastic Knowledge Preservation and Compensation for Class-Incremental Learning Huaijie Wang De Cheng Lingfeng He Yan Li Jie Li Nannan Wang X. Gao CLL 34 0 0 14 Jun 2025
Flashbacks to Harmonize Stability and Plasticity in Continual Learning Leila Mahmoodi Peyman Moghadam Munawar Hayat Christian Simon Mehrtash Harandi CLL VLM AI4CE 49 0 0 31 May 2025
CL-LoRA: Continual Low-Rank Adaptation for Rehearsal-Free Class-Incremental Learning Jiangpeng He Zhihao Duan Fengqing M Zhu CLL 31 1 0 30 May 2025
Exemplar-Free Continual Learning for State Space Models Isaac Ning Lee Leila Mahmoodi Trung Le Mehrtash Harandi CLL 93 0 0 24 May 2025
Adaptive Additive Parameter Updates of Vision Transformers for Few-Shot Continual Learning Kyle Stein A. Mahyari Guillermo Francia III Eman El-Sheikh CLL 112 0 0 11 Apr 2025
LoRA Subtraction for Drift-Resistant Space in Exemplar-Free Continual Learning Xuan Liu Xiaobin Chang CLL 511 0 0 23 Mar 2025
Pathological Prior-Guided Multiple Instance Learning For Mitigating Catastrophic Forgetting in Breast Cancer Whole Slide Image Classification Weixi Zheng Aoling Huang. Jingping Yuan Jingping Yuan Haoyu Zhao Zhou Zhao Yongchao Xu Thierry Géraud CLL 135 0 0 08 Mar 2025
CLDyB: Towards Dynamic Benchmarking for Continual Learning with Pre-trained Models Shengzhuang Chen Yikai Liao Xiaoxiao Sun Kede Ma Ying Wei 138 0 0 06 Mar 2025
C-LoRA: Continual Low-Rank Adaptation for Pre-trained Models Xin Zhang Liang Bai Xian Yang Jiye Liang CLL 148 1 0 25 Feb 2025
Latest Advancements Towards Catastrophic Forgetting under Data Scarcity: A Comprehensive Survey on Few-Shot Class Incremental Learning M. A. Ma'sum Mahardhika Pratama Igor Skrjanc CLL 120 0 0 12 Feb 2025
Tensor Product Attention Is All You Need Yifan Zhang Yifeng Liu Huizhuo Yuan Zhen Qin Yang Yuan Q. Gu Andrew Chi-Chih Yao 236 16 0 11 Jan 2025
Adaptive Rank, Reduced Forgetting: Knowledge Retention in Continual Learning Vision-Language Models with Dynamic Rank-Selective LoRA Haodong Lu Chongyang Zhao Jason Xue Lina Yao Kristen Moore Dong Gong CLL KELM VLM 231 7 0 01 Dec 2024
RECAST: Reparameterized, Compact weight Adaptation for Sequential Tasks Nazia Tasnim Bryan A. Plummer CLL OffRL 163 0 0 25 Nov 2024
Dual Low-Rank Adaptation for Continual Learning with Pre-Trained Models Huancheng Chen Jingtao Li Nidham Gazagnadou Weiming Zhuang Chen Chen Lingjuan Lyu VLM CLL 158 2 0 01 Nov 2024
Overcoming Domain Limitations in Open-vocabulary Segmentation Dongjun Hwang Seong Joon Oh Junsuk Choe SSeg OOD 143 0 0 15 Oct 2024
Dynamic Integration of Task-Specific Adapters for Class Incremental Learning Jiashuo Li Shaokun Wang Bo Qian Yuhang He Xing Wei Qiang Wang Yihong Gong CLL 122 2 0 23 Sep 2024
Parameter-Efficient Fine-Tuning for Continual Learning: A Neural Tangent Kernel Perspective Jingren Liu Zhong Ji YunLong Yu Jiale Cao Yanwei Pang Jungong Han Xuelong Li CLL 144 5 0 24 Jul 2024
Self-Expansion of Pre-trained Models with Mixture of Adapters for Continual Learning Huiyi Wang Haodong Lu Lina Yao Dong Gong KELM CLL 119 11 0 27 Mar 2024
Recent Advances of Continual Learning in Computer Vision: An Overview Haoxuan Qu Hossein Rahmani Li Xu Bryan M. Williams Jun Liu VLM CLL 136 78 0 23 Sep 2021