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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
ModuLoRA: Finetuning 2-Bit LLMs on Consumer GPUs by Integrating with Modular Quantizers Junjie Yin Jiahao Dong Yingheng Wang Christopher De Sa Volodymyr Kuleshov MQ 68 5 0 28 Sep 2023
E2Net: Resource-Efficient Continual Learning with Elastic Expansion Network Ruiqi Liu Boyu Diao Libo Huang Zhulin An Yongjun Xu CLL 103 0 0 28 Sep 2023
Class Incremental Learning via Likelihood Ratio Based Task Prediction Haowei Lin Yijia Shao W. Qian Ningxin Pan Yiduo Guo Bing-Quan Liu CLL 111 14 0 26 Sep 2023
HPCR: Holistic Proxy-based Contrastive Replay for Online Continual Learning Huiwei Lin Shanshan Feng Baoquan Zhang Xutao Li Yew-Soon Ong CLL 131 0 0 26 Sep 2023
Revisiting Softmax Masking: Stop Gradient for Enhancing Stability in Replay-based Continual Learning Hoyong Kim M. Kwon Kangil Kim CLL 81 0 0 26 Sep 2023
FeCAM: Exploiting the Heterogeneity of Class Distributions in Exemplar-Free Continual Learning Dipam Goswami Yuyang Liu Bartlomiej Twardowski Joost van de Weijer CLL 91 61 0 25 Sep 2023
Multivariate Prototype Representation for Domain-Generalized Incremental Learning Can Peng Piotr Koniusz Kai Guo Brian C. Lovell Peyman Moghadam CLL OOD 64 2 0 24 Sep 2023
Clustering-based Domain-Incremental Learning Christiaan Lamers René Vidal A. Belbachir Niki van Stein Thomas Baeck Paris Giampouras CLL OOD 81 10 0 21 Sep 2023
Create and Find Flatness: Building Flat Training Spaces in Advance for Continual Learning Wenhang Shi Yiren Chen Zhe Zhao Wei Lu Kimmo Yan Xiaoyong Du CLL 81 5 0 20 Sep 2023
Towards Data-centric Graph Machine Learning: Review and Outlook Xin Zheng Yixin Liu Zhifeng Bao Meng Fang Xia Hu Alan Wee-Chung Liew Shirui Pan GNN AI4CE 102 20 0 20 Sep 2023
RECALL+: Adversarial Web-based Replay for Continual Learning in Semantic Segmentation Chang Liu Giulia Rizzoli F. Barbato Andrea Maracani Marco Toldo Umberto Michieli Yi Niu Pietro Zanuttigh CLL 75 2 0 19 Sep 2023
AR-TTA: A Simple Method for Real-World Continual Test-Time Adaptation Damian Sójka Sebastian Cygert Bartlomiej Twardowski Tomasz Trzciñski TTA 53 8 0 18 Sep 2023
DFIL: Deepfake Incremental Learning by Exploiting Domain-invariant Forgery Clues Kun Pan Yifang Yin Yao Wei Feng Lin Zhongjie Ba Zhenguang Liu Peng Kuang Lorenzo Cavallaro Kui Ren CLL 109 17 0 18 Sep 2023
FDCNet: Feature Drift Compensation Network for Class-Incremental Weakly Supervised Object Localization Sejin Park Taehyung Lee Yeejin Lee Byeongkeun Kang WSOL CLL 81 5 0 17 Sep 2023
EgoObjects: A Large-Scale Egocentric Dataset for Fine-Grained Object Understanding Chenchen Zhu Fanyi Xiao Andres Alvarado Yasmine Babaei Jiabo Hu Hichem El-Mohri Sean Culatana Roshan Sumbaly Zhicheng Yan EgoV 91 22 0 15 Sep 2023
Towards Robust Continual Learning with Bayesian Adaptive Moment Regularization Jack Foster Alexandra Brintrup CLL 90 0 0 15 Sep 2023
Continual Learning with Deep Streaming Regularized Discriminant Analysis Joe Khawand P. Hanappe David Colliaux CLL 33 1 0 15 Sep 2023
VERSE: Virtual-Gradient Aware Streaming Lifelong Learning with Anytime Inference S. Banerjee Vinay Kumar Verma Avideep Mukherjee Deepak Gupta Vinay P. Namboodiri Piyush Rai CLL 91 5 0 15 Sep 2023
Continual Learning with Dirichlet Generative-based Rehearsal Min Zeng Wei Xue Qi-fei Liu Yi-Ting Guo CLL BDL 59 6 0 13 Sep 2023
PILOT: A Pre-Trained Model-Based Continual Learning Toolbox Hai-Long Sun Da-Wei Zhou Han-Jia Ye De-Chuan Zhan CLL 216 34 0 13 Sep 2023
Mitigating the Alignment Tax of RLHF Yong Lin Hangyu Lin Wei Xiong Shizhe Diao Zeming Zheng ... Han Zhao Nan Jiang Heng Ji Yuan Yao Tong Zhang MoMe CLL 112 81 0 12 Sep 2023
Plasticity-Optimized Complementary Networks for Unsupervised Continual Learning Alex Gomez-Villa Bartlomiej Twardowski Kai Wang Joost van de Weijer SSL CLL 72 9 0 12 Sep 2023
MultIOD: Rehearsal-free Multihead Incremental Object Detector Eden Belouadah Arnaud Dapogny Kévin Bailly ObjD CLL 61 0 0 11 Sep 2023
Class-Incremental Grouping Network for Continual Audio-Visual Learning Shentong Mo Weiguo Pian Yapeng Tian CLL VLM 87 26 0 11 Sep 2023
Fast FixMatch: Faster Semi-Supervised Learning with Curriculum Batch Size John Chen Chen Dun Anastasios Kyrillidis 48 3 0 07 Sep 2023
Continual Evidential Deep Learning for Out-of-Distribution Detection Eduardo Aguilar Bogdan Raducanu Petia Radeva Joost van de Weijer OODD EDL 83 8 0 06 Sep 2023
Rethinking Momentum Knowledge Distillation in Online Continual Learning Nicolas Michel Maorong Wang L. Xiao T. Yamasaki CLL 100 11 0 06 Sep 2023
Continual Cross-Dataset Adaptation in Road Surface Classification Paolo Cudrano Matteo Bellusci Giuseppe Macino Matteo Matteucci CLL 66 1 0 05 Sep 2023
Instant Continual Learning of Neural Radiance Fields Ryan Po Zhengyang Dong Alexander W. Bergman Gordon Wetzstein CLL 86 10 0 04 Sep 2023
Efficient Curriculum based Continual Learning with Informative Subset Selection for Remote Sensing Scene Classification Divakar Bhat Biplab Banerjee S. Chaudhuri A. Bhattacharya CLL 53 0 0 03 Sep 2023
Big-model Driven Few-shot Continual Learning Ziqi Gu Chunyan Xu Zihan Lu Xin Liu Anbo Dai Zhen Cui CLL 62 1 0 02 Sep 2023
Jointly Exploring Client Drift and Catastrophic Forgetting in Dynamic Learning Niklas Babendererde Moritz Fuchs Camila González Yuri Tolkach Anirban Mukhopadhyay OOD FedML 71 2 0 01 Sep 2023
ScrollNet: Dynamic Weight Importance for Continual Learning Fei Yang Kai Wang Joost van de Weijer 64 5 0 31 Aug 2023
Unsupervised Recognition of Unknown Objects for Open-World Object Detection Ru Fang Guansong Pang Lei Zhou Xiaolong Bai Jingyi Zheng 62 7 0 31 Aug 2023
Introducing Language Guidance in Prompt-based Continual Learning Muhammad Gul Zain Ali Khan Muhammad Ferjad Naeem Luc Van Gool D. Stricker F. Tombari Muhammad Zeshan Afzal VLM CLL 103 51 0 30 Aug 2023
Rotation Augmented Distillation for Exemplar-Free Class Incremental Learning with Detailed Analysis Xiu-yan Chen Xiaobin Chang CLL 59 0 0 29 Aug 2023
OEBench: Investigating Open Environment Challenges in Real-World Relational Data Streams Yiqun Diao Yutong Yang Yue Liu Bin He Mian Lu 70 3 0 29 Aug 2023
Incorporating Neuro-Inspired Adaptability for Continual Learning in Artificial Intelligence Liyuan Wang Xingxing Zhang Qian Li Mingtian Zhang Hang Su Jun Zhu Yi Zhong 95 57 0 29 Aug 2023
Continual Learning with Dynamic Sparse Training: Exploring Algorithms for Effective Model Updates Murat Onur Yildirim Elif Ceren Gok Yildirim Ghada Sokar Decebal Constantin Mocanu Joaquin Vanschoren CLL 56 8 0 28 Aug 2023
Online Continual Learning on Hierarchical Label Expansion Byung Hyun Lee Ok-Cheol Jung Jonghyun Choi S. Chun CLL 90 9 0 28 Aug 2023
Rethinking Exemplars for Continual Semantic Segmentation in Endoscopy Scenes: Entropy-based Mini-Batch Pseudo-Replay Guan-Feng Wang Long Bai Yanan Wu Tong Chen Hongliang Ren CLL 86 19 0 27 Aug 2023
GRASP: A Rehearsal Policy for Efficient Online Continual Learning Md Yousuf Harun Jhair Gallardo Junyu Chen Christopher Kanan CLL 107 10 0 25 Aug 2023
ConSlide: Asynchronous Hierarchical Interaction Transformer with Breakup-Reorganize Rehearsal for Continual Whole Slide Image Analysis Yanyan Huang Weiqin Zhao Shujun Wang Yu Fu Yuming Jiang Lequan Yu CLL 130 19 0 25 Aug 2023
Fine-tuning can cripple your foundation model; preserving features may be the solution Jishnu Mukhoti Y. Gal Philip Torr P. Dokania CLL 130 47 0 25 Aug 2023
Dynamic Residual Classifier for Class Incremental Learning Xiu-yan Chen Xiaobin Chang 82 18 0 25 Aug 2023
A Continual Learning Approach for Cross-Domain White Blood Cell Classification Ario Sadafi Raheleh Salehi A. Gruber Sayedali Shetab Boushehri Pascal Giehr Nassir Navab Carsten Marr VLM CLL 37 4 0 24 Aug 2023
LORD: Leveraging Open-Set Recognition with Unknown Data Tobias Koch Christian Riess Thomas Köhler 45 2 0 24 Aug 2023
I3DOD: Towards Incremental 3D Object Detection via Prompting Wenqi Liang Gan Sun Chenxi Liu Jiahua Dong Kangru Wang CLL 59 2 0 24 Aug 2023
Masked Autoencoders are Efficient Class Incremental Learners Jiang-Tian Zhai Xialei Liu Andrew D. Bagdanov Ke Li Mingg-Ming Cheng CLL 63 15 0 24 Aug 2023
Category Adaptation Meets Projected Distillation in Generalized Continual Category Discovery Grzegorz Rype'sć Daniel Marczak Sebastian Cygert Tomasz Trzciñski Bartlomiej Twardowski VLM CLL 103 3 0 23 Aug 2023