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Gradient Episodic Memory for Continual Learning

26 June 2017

Papers citing "Gradient Episodic Memory for Continual Learning"

50 / 1,594 papers shown

Title
Class-Adaptive Sampling Policy for Efficient Continual Learning Hossein Rezaei Mohammad Sabokrou 83 0 0 27 Nov 2023
FALCON: Fairness Learning via Contrastive Attention Approach to Continual Semantic Scene Understanding Thanh-Dat Truong Utsav Prabhu Bhiksha Raj Jackson Cothren Khoa Luu CLL 161 3 0 27 Nov 2023
Efficient Rehearsal Free Zero Forgetting Continual Learning using Adaptive Weight Modulation Yonatan Sverdlov Shimon Ullman 75 0 0 26 Nov 2023
Hessian Aware Low-Rank Perturbation for Order-Robust Continual Learning Jiaqi Li Yuanhao Lai Rui Wang Changjian Shui Sabyasachi Sahoo Charles Ling Shichun Yang Boyu Wang Christian Gagné Fan Zhou CLL 102 1 0 26 Nov 2023
OpenNet: Incremental Learning for Autonomous Driving Object Detection with Balanced Loss Zezhou Wang Guitao Cao Xidong Xi Jiangtao Wang 143 0 0 25 Nov 2023
CUCL: Codebook for Unsupervised Continual Learning Chen Cheng Jingkuan Song Xiaosu Zhu Sitong Su Lianli Gao Jikang Cheng CLL 53 2 0 25 Nov 2023
Continual Referring Expression Comprehension via Dual Modular Memorization Hengtao Shen Cheng Chen Peng Wang Lianli Gao Ming Wang Jingkuan Song ObjD 69 3 0 25 Nov 2023
Class Gradient Projection For Continual Learning Cheng Chen Ji Zhang Jingkuan Song Lianli Gao CLL 47 17 0 25 Nov 2023
Continual Learning of Diffusion Models with Generative Distillation Sergi Masip Pau Rodriguez Tinne Tuytelaars Gido M. van de Ven VLM DiffM 84 8 0 23 Nov 2023
Revisiting Supervision for Continual Representation Learning Daniel Marczak Sebastian Cygert Tomasz Trzciñski Bartlomiej Twardowski SSL CLL 105 2 0 22 Nov 2023
Federated Learning via Consensus Mechanism on Heterogeneous Data: A New Perspective on Convergence Shu Zheng Tiandi Ye Xiang Li Ming Gao FedML 62 1 0 21 Nov 2023
BrainWash: A Poisoning Attack to Forget in Continual Learning Ali Abbasi Parsa Nooralinejad Hamed Pirsiavash Soheil Kolouri CLL KELM AAML 115 6 0 20 Nov 2023
What Can AutoML Do For Continual Learning? Mert Kilickaya Joaquin Vanschoren 63 2 0 20 Nov 2023
LifeLearner: Hardware-Aware Meta Continual Learning System for Embedded Computing Platforms Young D. Kwon Jagmohan Chauhan Hong Jia Stylianos I. Venieris Cecilia Mascolo 89 12 0 19 Nov 2023
PACOL: Poisoning Attacks Against Continual Learners Huayu Li G. Ditzler AAML 58 3 0 18 Nov 2023
Prompt Pool based Class-Incremental Continual Learning for Dialog State Tracking Hong Liu Yucheng Cai Yuan Zhou Zhijian Ou Yi Huang Junlan Feng CLL 92 2 0 17 Nov 2023
Online Continual Knowledge Learning for Language Models Yuhao Wu Tongjun Shi Karthick Sharma Chun Seah Shuhao Zhang CLL KELM 89 4 0 16 Nov 2023
A Data-Free Approach to Mitigate Catastrophic Forgetting in Federated Class Incremental Learning for Vision Tasks Sara Babakniya Zalan Fabian Chaoyang He Mahdi Soltanolkotabi Salman Avestimehr FedML CLL 84 32 0 13 Nov 2023
When Meta-Learning Meets Online and Continual Learning: A Survey Jaehyeon Son Soochan Lee Gunhee Kim OOD CLL 94 12 0 09 Nov 2023
Two Complementary Perspectives to Continual Learning: Ask Not Only What to Optimize, But Also How Timm Hess Tinne Tuytelaars Gido M. van de Ven 77 7 0 08 Nov 2023
Scalable and Efficient Continual Learning from Demonstration via a Hypernetwork-generated Stable Dynamics Model Sayantan Auddy Jakob J. Hollenstein Matteo Saveriano Antonio Rodríguez-Sánchez J. Piater 80 7 0 06 Nov 2023
LOTUS: Continual Imitation Learning for Robot Manipulation Through Unsupervised Skill Discovery Weikang Wan Yifeng Zhu Rutav Shah Yuke Zhu SSL LM&Ro VLM CLL 98 28 0 03 Nov 2023
Look-Ahead Selective Plasticity for Continual Learning of Visual Tasks Rouzbeh Meshkinnejad Jie Mei Daniel Lizotte Y. Mohsenzadeh SSL CLL 107 3 0 02 Nov 2023
Robust Feature Learning and Global Variance-Driven Classifier Alignment for Long-Tail Class Incremental Learning Jaya Kalla Soma Biswas CLL 97 5 0 02 Nov 2023
Continual atlas-based segmentation of prostate MRI Amin Ranem Camila González Daniel Pinto dos Santos Andreas M. Bucher Ahmed Othman Anirban Mukhopadhyay 83 5 0 01 Nov 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
Towards Plastic and Stable Exemplar-Free Incremental Learning: A Dual-Learner Framework with Cumulative Parameter Averaging Wenju Sun Qingyong Li Wen Wang Yangli-ao Geng CLL MoMe 68 3 0 28 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
Minimax Forward and Backward Learning of Evolving Tasks with Performance Guarantees Verónica Álvarez Santiago Mazuelas Jose A. Lozano CLL 54 1 0 24 Oct 2023
COPR: Continual Learning Human Preference through Optimal Policy Regularization Han Zhang Lin Gui Yuanzhao Zhai Hui Wang Yu Lei Ruifeng Xu CLL 74 0 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
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
Orthogonal Subspace Learning for Language Model Continual Learning Xiao Wang Tianze Chen Qiming Ge Han Xia Rong Bao Rui Zheng Qi Zhang Tao Gui Xuanjing Huang CLL 155 114 0 22 Oct 2023
Continual Invariant Risk Minimization Francesco Alesiani Shujian Yu Mathias Niepert OOD 82 1 0 21 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
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
Lifelong Sequence Generation with Dynamic Module Expansion and Adaptation Chengwei Qin Junwon Lee Shafiq Joty CLL 104 14 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
Overcoming Recency Bias of Normalization Statistics in Continual Learning: Balance and Adaptation Yilin Lyu Liyuan Wang Xingxing Zhang Zicheng Sun Hang Su Jun Zhu Liping Jing 80 8 0 13 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
TRACE: A Comprehensive Benchmark for Continual Learning in Large Language Models Xiao Wang Yuan Zhang Tianze Chen Songyang Gao Senjie Jin ... Rui Zheng Yicheng Zou Tao Gui Qi Zhang Xuanjing Huang ALM LRM CLL 91 23 0 10 Oct 2023
Rationale-Enhanced Language Models are Better Continual Relation Learners Weimin Xiong Yifan Song Peiyi Wang Sujian Li KELM LRM CLL 82 10 0 10 Oct 2023
Self-Supervised Dataset Distillation for Transfer Learning Dong Bok Lee Seanie Lee Joonho Ko Kenji Kawaguchi Juho Lee Sung Ju Hwang DD 88 3 0 10 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