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iCaRL: Incremental Classifier and Representation Learning

23 November 2016

Sylvestre-Alvise Rebuffi

Papers citing "iCaRL: Incremental Classifier and Representation Learning"

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Title
IAP: Improving Continual Learning of Vision-Language Models via Instance-Aware Prompting Hao Fu Hanbin Zhao Jiahua Dong Chao Zhang Hui Qian CLL VLM 139 2 0 26 Mar 2025
Continual Learning With Quasi-Newton Methods Steven Vander Eeckt Hugo Van hamme CLL BDL 130 0 0 25 Mar 2025
Knowledge Graph Enhanced Generative Multi-modal Models for Class-Incremental Learning Xusheng Cao Haori Lu Linlan Huang Fei Yang Xialei Liu Ming-Ming Cheng CLL KELM 101 0 0 24 Mar 2025
Do Your Best and Get Enough Rest for Continual Learning Hankyul Kang Gregor Seifer Donghyun Lee Jongbin Ryu VLM 94 0 0 24 Mar 2025
Global Convergence of Continual Learning on Non-IID Data Fei Zhu Yujing Liu Wenzhuo Liu Zhaoxiang Zhang 89 0 0 24 Mar 2025
DualCP: Rehearsal-Free Domain-Incremental Learning via Dual-Level Concept Prototype Qiang Wang Yuhang He Songlin Dong Xiang Song Jizhou Han Haoyu Luo Yihong Gong CLL 129 0 0 23 Mar 2025
LoRA Subtraction for Drift-Resistant Space in Exemplar-Free Continual Learning Xuan Liu Xiaobin Chang CLL 503 0 0 23 Mar 2025
Reducing Class-wise Confusion for Incremental Learning with Disentangled Manifolds Huitong Chen Yu Wang Yan Fan Guosong Jiang Q. Hu CLL 79 0 0 22 Mar 2025
Restoring Forgotten Knowledge in Non-Exemplar Class Incremental Learning through Test-Time Semantic Evolution Haori Lu Xusheng Cao Linlan Huang Enguang Wang Fei Yang Xialei Liu CLL 87 0 0 21 Mar 2025
DCA: Dividing and Conquering Amnesia in Incremental Object Detection Aoting Zhang Dongbao Yang Chang-Shu Liu Xiaopeng Hong Miao Shang Yu Zhou CLL 105 0 0 19 Mar 2025
Optimized 3D Gaussian Splatting using Coarse-to-Fine Image Frequency Modulation Umar Farooq Jean-Yves Guillemaut Adrian Hilton M. Volino 3DGS 115 0 0 18 Mar 2025
Robust Weight Imprinting: Insights from Neural Collapse and Proxy-Based Aggregation Justus Westerhoff Golzar Atefi Mario Koddenbrock Alexei Figueroa Alexander Loser Erik Rodner Felix Alexader Gers OffRL 112 0 0 18 Mar 2025
ProtoDepth: Unsupervised Continual Depth Completion with Prototypes Patrick Rim Hyoungseob Park Xien Chen Ziyao Zeng Younjoon Chung Alex Wong CLL MDE 132 1 0 17 Mar 2025
Analytic Subspace Routing: How Recursive Least Squares Works in Continual Learning of Large Language Model Kai Tong Kang Pan Xiao Zhang Erli Meng Run He Yawen Cui Nuoyan Guo Huiping Zhuang KELM CLL 116 2 0 17 Mar 2025
Hybrid Learners Do Not Forget: A Brain-Inspired Neuro-Symbolic Approach to Continual Learning Amin Banayeeanzade Mohammad Rostami CLL 95 0 0 16 Mar 2025
Ferret: An Efficient Online Continual Learning Framework under Varying Memory Constraints Yuhao Zhou Yuxin Tian Jindi Lv Mingjia Shi Yuanxi Li Qing Ye Shuhao Zhang Jiancheng Lv CLL 112 0 0 15 Mar 2025
S2IL: Structurally Stable Incremental Learning S. Balasubramanian Yedu Krishna P Talasu Sai Sriram M Sai Subramaniam Manepalli Pranav Phanindra Sai Darshan Gera CLL 114 0 0 15 Mar 2025
ConceptGuard: Continual Personalized Text-to-Image Generation with Forgetting and Confusion Mitigation Zirun Guo Tao Jin DiffM 78 2 0 13 Mar 2025
EFC++: Elastic Feature Consolidation with Prototype Re-balancing for Cold Start Exemplar-free Incremental Learning Simone Magistri Tomaso Trinci Albin Soutif--Cormerais Joost van de Weijer Andrew D. Bagdanov 129 0 0 13 Mar 2025
Generative Binary Memory: Pseudo-Replay Class-Incremental Learning on Binarized Embeddings Yanis Basso-Bert Anca Molnos Romain Lemaire William Guicquero Antoine Dupret BDL 113 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 Yuezun Li Linghe Kong Weiran Huang CLL VLM 381 0 0 12 Mar 2025
Finding the Muses: Identifying Coresets through Loss Trajectories M. Nagaraj Deepak Ravikumar Efstathia Soufleri Kaushik Roy 86 0 0 12 Mar 2025
Freeze and Cluster: A Simple Baseline for Rehearsal-Free Continual Category Discovery Chuyu Zhang Xueyang Yu Peiyan Gu Xuming He CLL 144 0 0 12 Mar 2025
DitHub: A Modular Framework for Incremental Open-Vocabulary Object Detection Chiara Cappellino Gianluca Mancusi Matteo Mosconi Angelo Porrello Simone Calderara Rita Cucchiara ObjD VLM 176 0 0 12 Mar 2025
Achieving More with Less: Additive Prompt Tuning for Rehearsal-Free Class-Incremental Learning Haoran Chen Ping Wang Zihan Zhou Xinming Zhang Zuxuan Wu Yu Jiang CLL 107 0 0 11 Mar 2025
Continual Learning for Multiple Modalities Hyundong Jin Eunwoo Kim CLL 113 0 0 11 Mar 2025
Sequential Function-Space Variational Inference via Gaussian Mixture Approximation Menghao Waiyan William Zhu Pengcheng Hao E. Kuruoglu BDL 80 0 0 10 Mar 2025
iManip: Skill-Incremental Learning for Robotic Manipulation Zexin Zheng Jia-Feng Cai Xiao-Ming Wu Yi-Lin Wei Yu-Ming Tang Wei-Shi Zheng CLL 105 1 0 10 Mar 2025
Universal Incremental Learning: Mitigating Confusion from Inter- and Intra-task Distribution Randomness Sheng Luo Yi Zhou Tao Zhou CLL 167 0 0 10 Mar 2025
Towards Experience Replay for Class-Incremental Learning in Fully-Binary Networks Yanis Basso-Bert Anca Molnos Romain Lemaire William Guicquero Antoine Dupret CLL 130 0 0 10 Mar 2025
PTMs-TSCIL Pre-Trained Models Based Class-Incremental Learning Yuanlong Wu Mingxing Nie Tao Zhu L. Chen Huansheng Ning Yaping Wan CLL 84 0 0 10 Mar 2025
WECAR: An End-Edge Collaborative Inference and Training Framework for WiFi-Based Continuous Human Activity Recognition Rong Li Tao Deng Siwei Feng He Huang Juncheng Jia Di Yuan Keqin Li 80 0 0 09 Mar 2025
A Good Start Matters: Enhancing Continual Learning with Data-Driven Weight Initialization Md Yousuf Harun Christopher Kanan AI4CE 93 0 0 09 Mar 2025
Lifelong Learning with Task-Specific Adaptation: Addressing the Stability-Plasticity Dilemma Ruiyu Wang Sen Wang Wei Ji Q. Sun CLL KELM 100 0 0 08 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 119 0 0 08 Mar 2025
STiL: Semi-supervised Tabular-Image Learning for Comprehensive Task-Relevant Information Exploration in Multimodal Classification Siyi Du Xinzhe Luo D. O’Regan Chen Qin 121 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 136 0 0 06 Mar 2025
Keeping Yourself is Important in Downstream Tuning Multimodal Large Language Model Wenke Huang Jian Liang Xianda Guo Yiyang Fang Guancheng Wan ... Bin Yang He Li Jiawei Shao Mang Ye Di Lin OffRL LRM MLLM KELM VLM 161 4 0 06 Mar 2025
GuardDoor: Safeguarding Against Malicious Diffusion Editing via Protective Backdoors Yaopei Zeng Yuanpu Cao Lu Lin DiffM WIGM 108 0 0 05 Mar 2025
PersonaX: A Recommendation Agent Oriented User Modeling Framework for Long Behavior Sequence Yunxiao Shi Wujiang Xu Zeqi Zhang Xing Zi Qiang Wu Min Xu 138 1 0 04 Mar 2025
A Selective Learning Method for Temporal Graph Continual Learning Hanmo Liu Shimin Di Haoyang Li Xun Jian Yijiao Wang Lei Chen CLL 99 0 0 03 Mar 2025
Class-Independent Increment: An Efficient Approach for Multi-label Class-Incremental Learning Songlin Dong Yuhang He Zhengdong Zhou Haoyu Luo Xing Wei Alex C. Kot Yihong Gong CLL 113 2 0 01 Mar 2025
Efficient Prompting for Continual Adaptation to Missing Modalities Zirun Guo Shulei Wang Wang Lin Weicai Yan Yangyang Wu Tao Jin CLL VLM 109 3 0 01 Mar 2025
Improving Open-world Continual Learning under the Constraints of Scarce Labeled Data Yongbin Li Xiangkun Wang Xin Yang Marcello Bonsangue Jing Zhang Tianrui Li CLL VLM 112 0 0 28 Feb 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 138 0 0 28 Feb 2025
Walking the Web of Concept-Class Relationships in Incrementally Trained Interpretable Models Susmit Agrawal Deepika Vemuri S. Paul Vineeth N. Balasubramanian CLL 141 0 0 27 Feb 2025
Incremental Learning with Repetition via Pseudo-Feature Projection Benedikt Tscheschner Eduardo Veas Marc Masana CLL 76 0 0 27 Feb 2025
C-LoRA: Continual Low-Rank Adaptation for Pre-trained Models Xin Zhang Liang Bai Xian Yang Jiye Liang CLL 134 1 0 25 Feb 2025
PVBF: A Framework for Mitigating Parameter Variation Imbalance in Online Continual Learning Zelin Tao Hao Deng Mingqing Liu Lijun Zhang Shengjie Zhao CLL 147 0 0 25 Feb 2025
CLIMB-3D: Continual Learning for Imbalanced 3D Instance Segmentation Vishal Thengane Jean Lahoud Hisham Cholakkal Rao Muhammad Anwer L. Yin Xiatian Zhu Salman Khan CLL 477 0 0 24 Feb 2025