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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
Class Incremental Learning with Pre-trained Vision-Language Models Xialei Liu Xusheng Cao Haori Lu Jia-Wen Xiao Andrew D. Bagdanov Ming-Ming Cheng VLM 87 12 0 31 Oct 2023
Constructing Sample-to-Class Graph for Few-Shot Class-Incremental Learning Fuyuan Hu Jian Zhang Fan Lyu Linyan Li Fenglei Xu CLL 84 3 0 31 Oct 2023
Look At Me, No Replay! SurpriseNet: Anomaly Detection Inspired Class Incremental Learning Anton Lee Yaqian Zhang Heitor Murilo Gomes Albert Bifet Bernhard Pfahringer CLL 69 2 0 30 Oct 2023
NPCL: Neural Processes for Uncertainty-Aware Continual Learning Saurav Jha Dong Gong He Zhao Lina Yao CLL BDL 73 17 0 30 Oct 2023
Fantastic Gains and Where to Find Them: On the Existence and Prospect of General Knowledge Transfer between Any Pretrained Model Karsten Roth Lukas Thede Almut Sophia Koepke Oriol Vinyals Olivier J. Hénaff Zeynep Akata AAML 119 13 0 26 Oct 2023
Neuro-Inspired Fragmentation and Recall to Overcome Catastrophic Forgetting in Curiosity Jaedong Hwang Zhang-Wei Hong Eric Chen Akhilan Boopathy Pulkit Agrawal Ila Fiete CLL 80 5 0 26 Oct 2023
CL-MASR: A Continual Learning Benchmark for Multilingual ASR Luca Della Libera Pooneh Mousavi Salah Zaiem Cem Subakan Mirco Ravanelli AuLLM CLL 98 13 0 25 Oct 2023
TiC-CLIP: Continual Training of CLIP Models Saurabh Garg Mehrdad Farajtabar Hadi Pouransari Raviteja Vemulapalli Sachin Mehta Oncel Tuzel Vaishaal Shankar Fartash Faghri VLM CLIP 121 31 0 24 Oct 2023
Wakening Past Concepts without Past Data: Class-Incremental Learning from Online Placebos Yaoyao Liu Yingying Li Bernt Schiele Qianru Sun CLL OnRL 96 7 0 24 Oct 2023
Visually Grounded Continual Language Learning with Selective Specialization Kyra Ahrens Lennart Bengtson Jae Hee Lee Stefan Wermter 92 0 0 24 Oct 2023
Continual Event Extraction with Semantic Confusion Rectification Zitao Wang Xin-Yue Wang Wei Hu CLL 70 4 0 24 Oct 2023
SAM-CLIP: Merging Vision Foundation Models towards Semantic and Spatial Understanding Haoxiang Wang Pavan Kumar Anasosalu Vasu Fartash Faghri Raviteja Vemulapalli Mehrdad Farajtabar Sachin Mehta Mohammad Rastegari Oncel Tuzel Hadi Pouransari VLM 128 72 0 23 Oct 2023
Coordinated Replay Sample Selection for Continual Federated Learning Jack Good Jimit Majmudar Christophe Dupuy Jixuan Wang Charith Peris Clement Chung Richard Zemel Rahul Gupta 106 3 0 23 Oct 2023
Continual Named Entity Recognition without Catastrophic Forgetting Duzhen Zhang Wei Cong Jiahua Dong Yahan Yu Xiuyi Chen Yonggang Zhang Zhen Fang 66 12 0 23 Oct 2023
CITB: A Benchmark for Continual Instruction Tuning Zihan Zhang Meng Fang Ling-Hao Chen Mohammad-Reza Namazi-Rad ALM CLL 95 26 0 23 Oct 2023
A Survey on Continual Semantic Segmentation: Theory, Challenge, Method and Application Bo Yuan Danpei Zhao 3DV CLL 105 12 0 22 Oct 2023
A Unified Approach to Domain Incremental Learning with Memory: Theory and Algorithm Haizhou Shi Hao Wang CLL 105 26 0 18 Oct 2023
Rethinking Class-incremental Learning in the Era of Large Pre-trained Models via Test-Time Adaptation Imad Eddine Marouf Subhankar Roy Enzo Tartaglione Stéphane Lathuilière CLL 104 3 0 17 Oct 2023
Prior-Free Continual Learning with Unlabeled Data in the Wild Tao Zhuo Zhiyong Cheng Hehe Fan Mohan S. Kankanhalli VLM CLL 74 2 0 16 Oct 2023
Continual Generalized Intent Discovery: Marching Towards Dynamic and Open-world Intent Recognition Xiaoshuai Song Yutao Mou Keqing He Yueyan Qiu Pei Wang Weiran Xu 79 2 0 16 Oct 2023
Towards Unified and Effective Domain Generalization Yiyuan Zhang Kaixiong Gong Xiaohan Ding Kaipeng Zhang Fangrui Lv Kurt Keutzer Xiangyu Yue AI4CE OOD FedML 106 4 0 16 Oct 2023
Lifelong Sequence Generation with Dynamic Module Expansion and Adaptation Chengwei Qin Junwon Lee Shafiq Joty CLL 104 14 0 15 Oct 2023
Diversifying the Mixture-of-Experts Representation for Language Models with Orthogonal Optimizer Boan Liu Liang Ding Li Shen Keqin Peng Yu Cao Dazhao Cheng Dacheng Tao MoE 82 9 0 15 Oct 2023
Sub-network Discovery and Soft-masking for Continual Learning of Mixed Tasks Zixuan Ke Bing Liu Wenhan Xiong Asli Celikyilmaz Haoran Li CLL 75 7 0 13 Oct 2023
Incremental Object Detection with CLIP Ziyue Huang Yupeng He Qingjie Liu Yunhong Wang CLL ObjD VLM 68 2 0 13 Oct 2023
Selectivity Drives Productivity: Efficient Dataset Pruning for Enhanced Transfer Learning Yihua Zhang Yimeng Zhang Aochuan Chen Jinghan Jia Jiancheng Liu Gaowen Liu Min-Fong Hong Shiyu Chang Sijia Liu AAML 104 9 0 13 Oct 2023
Federated Class-Incremental Learning with Prompting Jiale Liu Yu-Wei Zhan Chong-Yu Zhang Xin Luo Zhen-Duo Chen Yinwei Wei CLL FedML 84 3 0 13 Oct 2023
PolyTask: Learning Unified Policies through Behavior Distillation Siddhant Haldar Lerrel Pinto 75 9 0 12 Oct 2023
Transport-Hub-Aware Spatial-Temporal Adaptive Graph Transformer for Traffic Flow Prediction Xiao Xu Lei Zhang Bailong Liu Zhi Liang Xuefei Zhang AI4TS 66 1 0 12 Oct 2023
STELLA: Continual Audio-Video Pre-training with Spatio-Temporal Localized Alignment Jaewoo Lee Jaehong Yoon Wonjae Kim Yunji Kim Sung Ju Hwang CLL 88 1 0 12 Oct 2023
Continual Learning via Manifold Expansion Replay Zihao Xu Xuan Tang Yufei Shi Jianfeng Zhang Jian Yang Mingsong Chen Xian Wei KELM CLL 31 4 0 12 Oct 2023
Leveraging Hierarchical Feature Sharing for Efficient Dataset Condensation Haizhong Zheng Jiachen Sun Shutong Wu B. Kailkhura Zhuoqing Mao Chaowei Xiao Atul Prakash DD 65 2 0 11 Oct 2023
Hierarchical Decomposition of Prompt-Based Continual Learning: Rethinking Obscured Sub-optimality Liyuan Wang Jingyi Xie Xingxing Zhang Mingyi Huang Hang Su Jun Zhu CLL 97 93 0 11 Oct 2023
CoinSeg: Contrast Inter- and Intra- Class Representations for Incremental Segmentation Zekang Zhang Guangyu Gao Jianbo Jiao C. Liu Yunchao Wei 74 22 0 10 Oct 2023
InfoCL: Alleviating Catastrophic Forgetting in Continual Text Classification from An Information Theoretic Perspective Yifan Song Peiyi Wang Weimin Xiong Dawei Zhu Tianyu Liu Zhifang Sui Sujian Li CLL 68 7 0 10 Oct 2023
Improving Summarization with Human Edits Zonghai Yao Benjamin J Schloss Sai P. Selvaraj 109 4 0 09 Oct 2023
Keep Moving: identifying task-relevant subspaces to maximise plasticity for newly learned tasks Daniel Anthes Sushrut Thorat Peter König Tim C Kietzmann CLL 51 0 0 07 Oct 2023
Saliency-Guided Hidden Associative Replay for Continual Learning Guangji Bai Qilong Zhao Xiaoyang Jiang Yifei Zhang Liang Zhao CLL 102 6 0 06 Oct 2023
OpenIncrement: A Unified Framework for Open Set Recognition and Deep Class-Incremental Learning Jiawen Xu Claas Grohnfeldt O. Kao BDL CLL 57 2 0 05 Oct 2023
Design Principles for Lifelong Learning AI Accelerators Dhireesha Kudithipudi Anurag Daram Abdullah M. Zyarah Fatima Tuz Zohora J. Aimone ... Emre Neftci M. Mattina Vincenzo Lomonaco Clare D. Thiem Benjamin Epstein 109 17 0 05 Oct 2023
Hadamard Domain Training with Integers for Class Incremental Quantized Learning Martin Schiemer Clemens J. S. Schaefer Jayden Parker Vap Mark Horeni Yu Emma Wang Juan Ye Siddharth Joshi 72 2 0 05 Oct 2023
COOLer: Class-Incremental Learning for Appearance-Based Multiple Object Tracking Zhizheng Liu Mattia Segu Fisher Yu 61 4 0 04 Oct 2023
Continual Contrastive Spoken Language Understanding Umberto Cappellazzo Enrico Fini Muqiao Yang Daniele Falavigna Alessio Brutti Bhiksha Raj CLL 69 1 0 04 Oct 2023
Adaptive Visual Scene Understanding: Incremental Scene Graph Generation Naitik Khandelwal Xiao Liu Mengmi Zhang CLL 84 0 0 02 Oct 2023
Towards guarantees for parameter isolation in continual learning Giulia Lanzillotta Sidak Pal Singh Benjamin Grewe Thomas Hofmann 65 0 0 02 Oct 2023
Primal Dual Continual Learning: Balancing Stability and Plasticity through Adaptive Memory Allocation Juan Elenter Navid Naderializadeh Tara Javidi Alejandro Ribeiro CLL 118 3 0 29 Sep 2023
HyperMask: Adaptive Hypernetwork-based Masks for Continual Learning Kamil Ksiazek Przemysław Spurek CLL 106 6 0 29 Sep 2023
Continual Action Assessment via Task-Consistent Score-Discriminative Feature Distribution Modeling Yuan-Ming Li Ling-an Zeng Jing-Ke Meng Wei-Shi Zheng 103 11 0 29 Sep 2023
DataDAM: Efficient Dataset Distillation with Attention Matching A. Sajedi Samir Khaki Ehsan Amjadian Lucy Z. Liu Y. Lawryshyn Konstantinos N. Plataniotis DD 152 67 0 29 Sep 2023
Generalizable Heterogeneous Federated Cross-Correlation and Instance Similarity Learning Wenke Huang J. J. Valero-Mas Dasaem Jeong Bo Du FedML 82 50 0 28 Sep 2023