RanPAC: Random Projections and Pre-trained Models for Continual Learning

5 July 2023

Papers citing "RanPAC: Random Projections and Pre-trained Models for Continual Learning"

50 / 69 papers shown

Title
Self-Controlled Dynamic Expansion Model for Continual Learning RunQing Wu KaiHui Huang HanYi Zhang Fei Ye CLL VLM 35 0 0 14 Apr 2025
DUKAE: DUal-level Knowledge Accumulation and Ensemble for Pre-Trained Model-Based Continual Learning Songze Li Tonghua Su Xu-Yao Zhang Qixing Xu Zhongjie Wang CLL 26 0 0 09 Apr 2025
ProtoGuard-guided PROPEL: Class-Aware Prototype Enhancement and Progressive Labeling for Incremental 3D Point Cloud Segmentation H. Li Yuecong Xu Junjie Chen Kemi Ding 3DPC CLL 34 0 0 02 Apr 2025
Global Convergence of Continual Learning on Non-IID Data Fei Zhu Yujing Liu Wenzhuo Liu Zhaoxiang Zhang 40 0 0 24 Mar 2025
Reducing Class-wise Confusion for Incremental Learning with Disentangled Manifolds Huitong Chen Yu Wang Yan Fan Guosong Jiang Q. Hu CLL 39 0 0 22 Mar 2025
Optimized 3D Gaussian Splatting using Coarse-to-Fine Image Frequency Modulation Umar Farooq Jean-Yves Guillemaut Adrian Hilton M. Volino 3DGS 54 0 0 18 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
Freeze and Cluster: A Simple Baseline for Rehearsal-Free Continual Category Discovery Chuyu Zhang Xueyang Yu Peiyan Gu Xuming He CLL 73 0 0 12 Mar 2025
A Good Start Matters: Enhancing Continual Learning with Data-Driven Weight Initialization Md Yousuf Harun Christopher Kanan AI4CE 43 0 0 09 Mar 2025
Dynamically evolving segment anything model with continuous learning for medical image segmentation Zhaori Liu Mengyang Li Hu Han Enli Zhang Shiguang Shan Zhiming Zhao VLM 45 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 55 0 0 06 Mar 2025
Advancing Prompt-Based Methods for Replay-Independent General Continual Learning Zhiqi Kang Liyuan Wang Xingxing Zhang Karteek Alahari CLL VLM 36 1 0 02 Mar 2025
OpenEarthSensing: Large-Scale Fine-Grained Benchmark for Open-World Remote Sensing Xiang Xiang Zhuo Xu Yao Deng Qinhao Zhou Yifan Liang Ke Chen Qingfang Zheng Yaowei Wang Xilin Chen Wen Gao VLM 41 0 0 28 Feb 2025
Order-Robust Class Incremental Learning: Graph-Driven Dynamic Similarity Grouping Guannan Lai Yujie Li Xiangkun Wang J. Zhang Tianrui Li Xin Yang CLL 29 0 0 27 Feb 2025
Exploring Open-world Continual Learning with Knowns-Unknowns Knowledge Transfer Yujie Li Guannan Lai Xin Yang Y. Li Marcello Bonsangue Tianrui Li CLL VLM 69 0 0 27 Feb 2025
Brain-inspired analogical mixture prototypes for few-shot class-incremental learning Wanyi Li Wei Wei Yongkang Luo Peng Wang CLL 47 0 0 26 Feb 2025
C-LoRA: Continual Low-Rank Adaptation for Pre-trained Models Xin Zhang Liang Bai Xian Yang Jiye Liang CLL 58 0 0 25 Feb 2025
Achieving Upper Bound Accuracy of Joint Training in Continual Learning Saleh Momeni Bing Liu CLL 70 1 0 17 Feb 2025
IncSAR: A Dual Fusion Incremental Learning Framework for SAR Target Recognition George Karantaidis Athanasios Pantsios Y. Kompatsiaris Symeon Papadopoulos CLL 60 0 0 20 Jan 2025
Incrementally Learning Multiple Diverse Data Domains via Multi-Source Dynamic Expansion Model RunQing Wu Fei Ye QiHe Liu Guoxi Huang Jinyu Guo Rongyao Hu CLL 86 0 0 15 Jan 2025
Continual Learning Using a Kernel-Based Method Over Foundation Models Saleh Momeni Sahisnu Mazumder Bing-Quan Liu CLL 62 1 0 20 Dec 2024
Linked Adapters: Linking Past and Future to Present for Effective Continual Learning Dupati Srikar Chandra P. K. Srijith Dana Rezazadegan Chris McCarthy CLL 65 0 0 14 Dec 2024
TinySubNets: An efficient and low capacity continual learning strategy Marcin Pietroñ Kamil Faber Dominik Zurek Roberto Corizzo 69 0 0 14 Dec 2024
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 VLM KELM CLL 72 3 0 01 Dec 2024
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 78 0 0 26 Nov 2024
Sparse Orthogonal Parameters Tuning for Continual Learning Kun-Peng Ning Hai-Jian Ke Yu-Yang Liu Jia-Yu Yao Yong-Hong Tian Li Yuan CLL 28 1 0 05 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 31 2 0 04 Nov 2024
CASA: Class-Agnostic Shared Attributes in Vision-Language Models for Efficient Incremental Object Detection Mingyi Guo Yuyang Liu Zongying Lin Peixi Peng Yonghong Tian Yonghong Tian VLM 27 0 0 08 Oct 2024
TSVD: Bridging Theory and Practice in Continual Learning with Pre-trained Models Liangzu Peng Juan Elenter Joshua Agterberg Alejandro Ribeiro René Vidal VLM CLL 36 1 0 01 Oct 2024
Dual Consolidation for Pre-Trained Model-Based Domain-Incremental Learning Da-Wei Zhou Zi-Wen Cai Han-Jia Ye Lijun Zhang De-Chuan Zhan CLL AI4CE 30 2 0 01 Oct 2024
How green is continual learning, really? Analyzing the energy consumption in continual training of vision foundation models Tomaso Trinci Simone Magistri Roberto Verdecchia Andrew D. Bagdanov CLL 21 0 0 27 Sep 2024
Adaptive Margin Global Classifier for Exemplar-Free Class-Incremental Learning Zhongren Yao Xiaobin Chang 13 0 0 20 Sep 2024
ReFu: Recursive Fusion for Exemplar-Free 3D Class-Incremental Learning Yi Yang Lei Zhong Huiping Zhuang 3DPC CLL 16 0 0 18 Sep 2024
Towards General Industrial Intelligence: A Survey on IIoT-Enhanced Continual Large Models Jiao Chen Jiayi He Fangfang Chen Zuohong Lv Jianhua Tang Weihua Li Zuozhu Liu Howard H. Yang Guangjie Han AI4CE 34 1 0 02 Sep 2024
Exploiting Fine-Grained Prototype Distribution for Boosting Unsupervised Class Incremental Learning Jiaming Liu Hongyuan Liu Zhili Qin Wei Han Yulu Fan Qinli Yang Junming Shao CLL 33 0 0 19 Aug 2024
Exploiting the Semantic Knowledge of Pre-trained Text-Encoders for Continual Learning Lu Yu Hesong Li Ying Fu J. Weijer Changsheng Xu CLL 31 1 0 02 Aug 2024
Conditioned Prompt-Optimization for Continual Deepfake Detection Francesco Laiti Benedetta Liberatori Thomas De Min Elisa Ricci 27 2 0 31 Jul 2024
CLIP with Generative Latent Replay: a Strong Baseline for Incremental Learning Emanuele Frascaroli Aniello Panariello Pietro Buzzega Lorenzo Bonicelli Angelo Porrello Simone Calderara VLM CLL 24 3 0 22 Jul 2024
Class-Incremental Learning with CLIP: Adaptive Representation Adjustment and Parameter Fusion Linlan Huang Xusheng Cao Haori Lu Xialei Liu CLL 37 11 0 19 Jul 2024
Beyond Prompt Learning: Continual Adapter for Efficient Rehearsal-Free Continual Learning Xinyuan Gao Songlin Dong Yuhang He Qiang Wang Yihong Gong CLL 16 12 0 14 Jul 2024
Exemplar-free Continual Representation Learning via Learnable Drift Compensation Alex Gomez-Villa Dipam Goswami Kai Wang Andrew D. Bagdanov Bartlomiej Twardowski Joost van de Weijer CLL SSL 21 0 0 11 Jul 2024
HiDe-PET: Continual Learning via Hierarchical Decomposition of Parameter-Efficient Tuning Liyuan Wang Jingyi Xie Xingxing Zhang Hang Su Jun Zhu CLL 30 4 0 07 Jul 2024
UCIL: An Unsupervised Class Incremental Learning Approach for Sound Event Detection Yang Xiao Rohan Kumar Das 32 3 0 04 Jul 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 33 5 0 27 Jun 2024
Reflecting on the State of Rehearsal-free Continual Learning with Pretrained Models Lukas Thede Karsten Roth Olivier J. Hénaff Matthias Bethge Zeynep Akata CLL 21 5 0 13 Jun 2024
Visual Prompt Tuning in Null Space for Continual Learning Yue Lu Shizhou Zhang De-Chun Cheng Yinghui Xing N. Wang Peng Wang Yanning Zhang VLM VPVLM CLL 22 8 0 09 Jun 2024
Harnessing Neural Unit Dynamics for Effective and Scalable Class-Incremental Learning Depeng Li Tianqi Wang Junwei Chen Wei Dai Zhigang Zeng CLL 25 1 0 04 Jun 2024
Online Analytic Exemplar-Free Continual Learning with Large Models for Imbalanced Autonomous Driving Task Huiping Zhuang Di Fang Kai Tong Yuchen Liu Ziqian Zeng Xu Zhou Cen Chen CLL 14 1 0 28 May 2024
Mixture of Experts Meets Prompt-Based Continual Learning Minh Le An Nguyen Huy Nguyen Trang Nguyen Trang Pham L. Ngo Nhat Ho CLL 35 7 0 23 May 2024
FeTT: Continual Class Incremental Learning via Feature Transformation Tuning Sunyuan Qiang Xuxin Lin Yanyan Liang Jun Wan Du Zhang CLL 29 1 0 20 May 2024