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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
Open World Object Detection: A Survey Yiming Li Yi Wang Wenqian Wang Dan Lin Bingbing Li Kim-Hui Yap ObjD 84 1 0 01 Jul 2025
CalFuse: Feature Calibration Enhanced Parameter Fusion for Class-Continual Learning Jiaxin Guo Xiaoguang Zhu Xiaoguang Zhu Lianlong Sun Liangyu Teng ... Di Li Wei Zhou Liang Song Wei Zhou Liang Song CLL VLM 145 1 0 01 Jul 2025
LW2G: Learning Whether to Grow for Prompt-based Continual Learning Qian Feng Dawei Zhou Hanbin Zhao Chao Zhang Jiahua Dong Dengxin Dai Hui Qian VLM CLL 83 5 0 01 Jul 2025
AWF: Adaptive Weight Fusion for Enhanced Class Incremental Semantic Segmentation Zechao Sun Shuying Piao Weitong Chen Chang George Dong Lin Yue Weitong Chen Luping Zhou CLL 98 1 0 01 Jul 2025
Knowledge Adaptation as Posterior Correction Mohammad Emtiyaz Khan 20 0 0 17 Jun 2025
Dynamic Context-oriented Decomposition for Task-aware Low-rank Adaptation with Less Forgetting and Faster Convergence Yibo Yang Sihao Liu Chuan Rao Bang An Tiancheng Shen Philip Torr Ming-Hsuan Yang Bernard Ghanem 19 0 0 16 Jun 2025
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 20 0 0 14 Jun 2025
Dynamic Mixture of Curriculum LoRA Experts for Continual Multimodal Instruction Tuning Chendi Ge Xin Eric Wang Zeyang Zhang Hong Chen Jiapei Fan Longtao Huang Hui Xue Wenwu Zhu MoE CLL 39 0 0 13 Jun 2025
Saturation Self-Organizing Map Igor Urbanik Paweł Gajewski CLL 116 0 0 12 Jun 2025
Continual Hyperbolic Learning of Instances and Classes M. Ayoughi Mina Ghadimi Atigh Mohammad Mahdi Derakhshani Cees G. M. Snoek Pascal Mettes Paul T. Groth CLL 125 0 0 12 Jun 2025
Class-Incremental Learning for Honey Botanical Origin Classification with Hyperspectral Images: A Study with Continual Backpropagation Guyang Zhang Waleed Abdulla CLL 120 0 0 12 Jun 2025
Auto-Compressing Networks Vaggelis Dorovatas Georgios Paraskevopoulos Alexandros Potamianos 62 0 0 11 Jun 2025
Hierarchical Neural Collapse Detection Transformer for Class Incremental Object Detection Duc Thanh Pham Hong Dang Nguyen Nhat Minh Nguyen Quoc Linh Ngo Van Sang Dinh Viet Duc Anh Nguyen ViT 46 0 0 10 Jun 2025
Hyperbolic Dual Feature Augmentation for Open-Environment Peilin Yu Yuwei Wu Zhi Gao Xiaomeng Fan Shuo Yang Yunde Jia 41 0 0 10 Jun 2025
DPFormer: Dynamic Prompt Transformer for Continual Learning Sheng-Kai Huang Jiun-Feng Chang Chun-Rong Huang CLL 10 0 0 09 Jun 2025
Generalized Incremental Learning under Concept Drift across Evolving Data Streams En Yu Jie Lu G. Zhang CLL 60 0 0 06 Jun 2025
Optimal Rates in Continual Linear Regression via Increasing Regularization Ran Levinstein Amit Attia Matan Schliserman Uri Sherman Tomer Koren Daniel Soudry Itay Evron CLL 25 0 0 06 Jun 2025
Hierarchical-Task-Aware Multi-modal Mixture of Incremental LoRA Experts for Embodied Continual Learning Ziqi Jia Anmin Wang Xiaoyang Qu Xiaowen Yang Jianzong Wang CLL 115 0 0 05 Jun 2025
Rethinking the Stability-Plasticity Trade-off in Continual Learning from an Architectural Perspective Aojun Lu Hangjie Yuan Tao Feng Yanan Sun 51 2 0 04 Jun 2025
Replay Can Provably Increase Forgetting Yasaman Mahdaviyeh James Lucas Mengye Ren A. Tolias R. Zemel T. Pitassi KELM CLL 82 0 0 04 Jun 2025
Tripartite Weight-Space Ensemble for Few-Shot Class-Incremental Learning Juntae Lee Munawar Hayat Sungrack Yun CLL 12 0 0 04 Jun 2025
L3A: Label-Augmented Analytic Adaptation for Multi-Label Class Incremental Learning Xiang Zhang Run He Jiao Chen Di Fang Ming Li Ziqian Zeng Cen Chen Huiping Zhuang CLL 27 0 0 01 Jun 2025
iDPA: Instance Decoupled Prompt Attention for Incremental Medical Object Detection Huahui Yi Wei Xu Ziyuan Qin Xi Chen Xiaohu Wu Kang Li Qicheng Lao VLM 24 0 0 31 May 2025
Flashbacks to Harmonize Stability and Plasticity in Continual Learning Leila Mahmoodi Peyman Moghadam Munawar Hayat Christian Simon Mehrtash Harandi CLL VLM AI4CE 30 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 13 1 0 30 May 2025
Rehearsal with Auxiliary-Informed Sampling for Audio Deepfake Detection F. Febrinanto Kristen Moore Chandra Thapa Jiangang Ma Vidya Saikrishna Xiwei Xu 30 0 0 30 May 2025
Unlocking the Power of Rehearsal in Continual Learning: A Theoretical Perspective Junze Deng Qinhang Wu Peizhong Ju Sen Lin Yingbin Liang Ness B. Shroff CLL 15 0 0 30 May 2025
Proxy-FDA: Proxy-based Feature Distribution Alignment for Fine-tuning Vision Foundation Models without Forgetting Chen Huang Skyler Seto Hadi Pouransari Mehrdad Farajtabar Raviteja Vemulapalli Fartash Faghri Oncel Tuzel B. Theobald Josh Susskind CLL 37 0 0 30 May 2025
BioCLIP 2: Emergent Properties from Scaling Hierarchical Contrastive Learning Jianyang Gu Samuel Stevens Elizabeth G. Campolongo Matthew J. Thompson Net Zhang ... Daniel Rubenstein Hilmar Lapp T. Berger-Wolf Wei-Lun Chao Yu-Chuan Su VLM 54 2 0 29 May 2025
LADA: Scalable Label-Specific CLIP Adapter for Continual Learning Mao-Lin Luo Zi-Hao Zhou Tong Wei Min-Ling Zhang VLM 43 0 0 29 May 2025
Frugal Incremental Generative Modeling using Variational Autoencoders Victor Enescu Hichem Sahbi CLL 61 0 0 28 May 2025
Budget-Adaptive Adapter Tuning in Orthogonal Subspaces for Continual Learning in LLMs Zhiyi Wan Wanrou Du Liang Li Miao Pan Xiaoqi Qin CLL 27 0 0 28 May 2025
Versatile Cardiovascular Signal Generation with a Unified Diffusion Transformer Zehua Chen Yuyang Miao L. Wang Luyun Fan Danilo Mandic Jun Zhu DiffM MedIm 58 0 0 28 May 2025
Continual Learning on CLIP via Incremental Prompt Tuning with Intrinsic Textual Anchors Haodong Lu Xinyu Zhang Kristen Moore Jason Xue Lina Yao Anton van den Hengel Dong Gong CLL VLM 63 0 0 27 May 2025
Information-Theoretic Complementary Prompts for Improved Continual Text Classification Duzhen Zhang Yong Ren Chenxing Li Dong Yu Tielin Zhang CLL VLM 93 0 0 27 May 2025
Query Drift Compensation: Enabling Compatibility in Continual Learning of Retrieval Embedding Models Dipam Goswami Liying Wang Bartłomiej Twardowski Joost van de Weijer 20 0 0 27 May 2025
Few-Shot Class-Incremental Learning For Efficient SAR Automatic Target Recognition George Karantaidis Athanasios Pantsios I. Kompatsiaris Symeon Papadopoulos 36 0 0 26 May 2025
Data-Free Class-Incremental Gesture Recognition with Prototype-Guided Pseudo Feature Replay Hongsong Wang Ao Sun Jie Gui Liang Wang 15 0 0 26 May 2025
MGD $^3$ : Mode-Guided Dataset Distillation using Diffusion Models Jeffrey A. Chan-Santiago Praveen Tirupattur Gaurav Kumar Nayak Gaowen Liu Mubarak Shah DD 40 0 0 25 May 2025
Exemplar-Free Continual Learning for State Space Models Isaac Ning Lee Leila Mahmoodi Trung Le Mehrtash Harandi CLL 86 0 0 24 May 2025
Learning without Isolation: Pathway Protection for Continual Learning Zhikang Chen Abudukelimu Wuerkaixi Sen Cui Haoxuan Li D. Li ... Houfang Liu Yi Yang Sifan Yang Changshui Zhang Tianling Ren CLL 43 0 0 24 May 2025
Evolving Machine Learning: A Survey Ignacio Cabrera Martin Subhaditya Mukherjee Almas Baimagambetov Joaquin Vanschoren Nikolaos Polatidis VLM 253 0 0 23 May 2025
A Two-Stage Data Selection Framework for Data-Efficient Model Training on Edge Devices Chen Gong Rui Xing Zhenzhe Zheng Fan Wu 61 0 0 22 May 2025
MoTE: Mixture of Task-specific Experts for Pre-Trained ModelBased Class-incremental Learning Linjie Li Zhenyu Wu Yang Ji MoE CLL 11 0 0 21 May 2025
A Unified Gradient-based Framework for Task-agnostic Continual Learning-Unlearning Zhehao Huang Xinwen Cheng Jing Zhang Jinghao Zheng Haoran Wang Zhengbao He Tao Li Xiaolin Huang CLL 85 1 0 21 May 2025
Informed Mixing -- Improving Open Set Recognition via Attribution-based Augmentation Jiawen Xu O. Kao Margret Keuper 126 0 0 19 May 2025
MINGLE: Mixtures of Null-Space Gated Low-Rank Experts for Test-Time Continual Model Merging Zihuan Qiu Yi Xu Chiyuan He Fanman Meng Linfeng Xu Qi Wu Hongliang Li CLL MoMe 86 0 0 17 May 2025
Continuous Subspace Optimization for Continual Learning Quan Cheng Yuanyu Wan Lingyu Wu Chenping Hou Lijun Zhang CLL 75 0 0 17 May 2025
Privacy-Aware Lifelong Learning Ozan Özdenizci Elmar Rueckert Robert Legenstein CLL MU KELM 106 1 0 16 May 2025
On the Learning with Augmented Class via Forests Fan Xu Wuyang Chen Wei Gao 48 0 0 14 May 2025