Experience Replay for Continual Learning

28 November 2018

David Rolnick

Arun Ahuja

Jonathan Richard Schwarz

Papers citing "Experience Replay for Continual Learning"

50 / 237 papers shown

Title
Exploring the Evolution of Hidden Activations with Live-Update Visualization Xianglin Yang Jin Song Dong 35 0 0 24 May 2024
Adversarially Diversified Rehearsal Memory (ADRM): Mitigating Memory Overfitting Challenge in Continual Learning Hikmat Khan Ghulam Rasool N. Bouaynaya AAML 28 0 0 20 May 2024
Bayesian Learning-driven Prototypical Contrastive Loss for Class-Incremental Learning N. Raichur Lucas Heublein Tobias Feigl A. Rügamer Christopher Mutschler Felix Ott CLL BDL 73 7 0 17 May 2024
Overcoming Catastrophic Forgetting by Exemplar Selection in Task-oriented Dialogue System Chen Chen Ruizhe Li Yuchen Hu Yuanyuan Chen Chengwei Qin Qiang Zhang CLL 46 2 0 16 May 2024
Continual Model-based Reinforcement Learning for Data Efficient Wireless Network Optimisation Cengis Hasan Alexandros Agapitos David Lynch Alberto Castagna Giorgio Cruciata Hao Wang Aleksandar Milenovic 51 0 0 30 Apr 2024
HFT: Half Fine-Tuning for Large Language Models Tingfeng Hui Zhenyu Zhang Shuohuan Wang Weiran Xu Yu Sun Hua Wu CLL 45 5 0 29 Apr 2024
Brain-Inspired Continual Learning-Robust Feature Distillation and Re-Consolidation for Class Incremental Learning Hikmat Khan N. Bouaynaya Ghulam Rasool CLL 38 1 0 22 Apr 2024
Double Mixture: Towards Continual Event Detection from Speech Jingqi Kang Tongtong Wu Jinming Zhao Guitao Wang Yinwei Wei Haomiao Yang Guilin Qi Yuan-Fang Li Gholamreza Haffari 28 0 0 20 Apr 2024
Adaptive Memory Replay for Continual Learning James Seale Smith Lazar Valkov Shaunak Halbe V. Gutta Rogerio Feris Z. Kira Leonid Karlinsky 44 6 0 18 Apr 2024
Confidence Self-Calibration for Multi-Label Class-Incremental Learning Kaile Du Yifan Zhou Fan Lyu Yuyang Li Chen Lu Guangcan Liu CLL 42 2 0 19 Mar 2024
PARMESAN: Parameter-Free Memory Search and Transduction for Dense Prediction Tasks Philip Matthias Winter M. Wimmer David Major Dimitrios Lenis Astrid Berg Theresa Neubauer Gaia Romana De Paolis Johannes Novotny Sophia Ulonska Katja Bühler 41 0 0 18 Mar 2024
T4P: Test-Time Training of Trajectory Prediction via Masked Autoencoder and Actor-specific Token Memory Daehee Park Jaeseok Jeong Sung-Hoon Yoon Jaewoo Jeong Kuk-Jin Yoon TTA 42 11 0 15 Mar 2024
Simple and Scalable Strategies to Continually Pre-train Large Language Models Adam Ibrahim Benjamin Thérien Kshitij Gupta Mats L. Richter Quentin Anthony Timothée Lesort Eugene Belilovsky Irina Rish KELM CLL 44 54 0 13 Mar 2024
Reset & Distill: A Recipe for Overcoming Negative Transfer in Continual Reinforcement Learning Hongjoon Ahn Jinu Hyeon Youngmin Oh Bosun Hwang Taesup Moon CLL OnRL 37 2 0 08 Mar 2024
Mitigating Catastrophic Forgetting in Large Language Models with Self-Synthesized Rehearsal Jianheng Huang Leyang Cui Ante Wang Chengyi Yang Xinting Liao Linfeng Song Junfeng Yao Jinsong Su KELM CLL 37 35 0 02 Mar 2024
SDDGR: Stable Diffusion-based Deep Generative Replay for Class Incremental Object Detection Junsu Kim Hoseong Cho Jihyeon Kim Yihalem Yimolal Tiruneh Seungryul Baek DiffM 43 20 0 27 Feb 2024
Continual Learning on Graphs: A Survey Zonggui Tian Duanhao Zhang Hong-Ning Dai 52 5 0 09 Feb 2024
Hierarchical Continual Reinforcement Learning via Large Language Model Chaofan Pan Xin Yang Hao Wang Wei Wei Tianrui Li 28 2 0 25 Jan 2024
SAPT: A Shared Attention Framework for Parameter-Efficient Continual Learning of Large Language Models Weixiang Zhao Shilong Wang Yulin Hu Yanyan Zhao Bing Qin Xuanyu Zhang Qing Yang Dongliang Xu Wanxiang Che KELM CLL 36 12 0 16 Jan 2024
EsaCL: Efficient Continual Learning of Sparse Models Weijieying Ren V. Honavar CLL 33 3 0 11 Jan 2024
Federated Continual Learning via Knowledge Fusion: A Survey Xin Yang Hao Yu Xin Gao Hao Wang Junbo Zhang Tianrui Li FedML 38 33 0 27 Dec 2023
Dynamic Sub-graph Distillation for Robust Semi-supervised Continual Learning Yan Fan Yu Wang Pengfei Zhu Qinghua Hu CLL 71 4 0 27 Dec 2023
Doubly Perturbed Task Free Continual Learning Byung Hyun Lee Min-hwan Oh Se Young Chun 32 3 0 20 Dec 2023
Class-Wise Buffer Management for Incremental Object Detection: An Effective Buffer Training Strategy Junsu Kim Sumin Hong Chanwoo Kim Jihyeon Kim Yihalem Yimolal Tiruneh Jeongwan On Jihyun Song Sunhwa Choi Seungryul Baek 15 3 0 14 Dec 2023
Using Curiosity for an Even Representation of Tasks in Continual Offline Reinforcement Learning Pathmanathan Pankayaraj Natalia Díaz Rodríguez Javier Del Ser CLL OffRL 40 0 0 05 Dec 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 46 7 0 08 Nov 2023
CoinSeg: Contrast Inter- and Intra- Class Representations for Incremental Segmentation Zekang Zhang Guangyu Gao Jianbo Jiao C. Liu Yunchao Wei 48 21 0 10 Oct 2023
All by Myself: Learning Individualized Competitive Behaviour with a Contrastive Reinforcement Learning optimization Pablo V. A. Barros A. Sciutti SSL 33 3 0 02 Oct 2023
HPCR: Holistic Proxy-based Contrastive Replay for Online Continual Learning Huiwei Lin Shanshan Feng Baoquan Zhang Xutao Li Yew-Soon Ong CLL 50 0 0 26 Sep 2023
Domain-Aware Augmentations for Unsupervised Online General Continual Learning Nicolas Michel Romain Negrel Giovanni Chierchia J. Bercher CLL 22 2 0 13 Sep 2023
Plasticity-Optimized Complementary Networks for Unsupervised Continual Learning Alex Gomez-Villa Bartlomiej Twardowski Kai Wang Joost van de Weijer SSL CLL 33 8 0 12 Sep 2023
UER: A Heuristic Bias Addressing Approach for Online Continual Learning Huiwei Lin Shanshan Feng Baoquan Zhang Hongliang Qiao Xutao Li Yunming Ye CLL 42 4 0 08 Sep 2023
Rotation Augmented Distillation for Exemplar-Free Class Incremental Learning with Detailed Analysis Xiu-yan Chen Xiaobin Chang CLL 31 0 0 29 Aug 2023
Online Continual Learning on Hierarchical Label Expansion Byung Hyun Lee Ok-Cheol Jung Jonghyun Choi S. Chun CLL 36 8 0 28 Aug 2023
Cost-effective On-device Continual Learning over Memory Hierarchy with Miro Xinyue Ma Suyeon Jeong Minjia Zhang Di Wang Jonghyun Choi Myeongjae Jeon CLL 16 13 0 11 Aug 2023
A Definition of Continual Reinforcement Learning David Abel André Barreto Benjamin Van Roy Doina Precup H. V. Hasselt Satinder Singh CLL 41 74 0 20 Jul 2023
Replay to Remember: Continual Layer-Specific Fine-tuning for German Speech Recognition Theresa Pekarek-Rosin S. Wermter VLM CLL 32 2 0 14 Jul 2023
Improving Language Plasticity via Pretraining with Active Forgetting Yihong Chen Kelly Marchisio Roberta Raileanu David Ifeoluwa Adelani Pontus Stenetorp Sebastian Riedel Mikel Artetx KELM AI4CE CLL 37 24 0 03 Jul 2023
Can Continual Learning Improve Long-Tailed Recognition? Toward a Unified Framework Mahdiyar Molahasani Michael A. Greenspan Ali Etemad 24 2 0 23 Jun 2023
TADIL: Task-Agnostic Domain-Incremental Learning through Task-ID Inference using Transformer Nearest-Centroid Embeddings Gusseppe Bravo Rocca Peini Liu Jordi Guitart Ajay Dholakia David Ellison 32 1 0 21 Jun 2023
Knowledge Transfer-Driven Few-Shot Class-Incremental Learning Ye Wang Yaxiong Wang Guoshuai Zhao Xueming Qian CLL 36 1 0 19 Jun 2023
Rehearsal-Free Online Continual Learning for Automatic Speech Recognition Steven Vander Eeckt Hugo Van hamme CLL 43 3 0 19 Jun 2023
Evolving Knowledge Mining for Class Incremental Segmentation Zhihe Lu Shuicheng Yan Xinchao Wang CLL 41 0 0 03 Jun 2023
SHARP: Sparsity and Hidden Activation RePlay for Neuro-Inspired Continual Learning Mustafa Burak Gurbuz J. M. Moorman Constantinos Dovrolis CLL 34 0 0 29 May 2023
SketchOGD: Memory-Efficient Continual Learning Benjamin Wright Youngjae Min Jeremy Bernstein Navid Azizan CLL 28 0 0 25 May 2023
CQural: A Novel CNN based Hybrid Architecture for Quantum Continual Machine Learning Sanyam Jain CLL 24 1 0 16 May 2023
Map-based Experience Replay: A Memory-Efficient Solution to Catastrophic Forgetting in Reinforcement Learning Muhammad Burhan Hafez Tilman Immisch Tom Weber S. Wermter CLL 23 4 0 03 May 2023
Gradient-based Maximally Interfered Retrieval for Domain Incremental 3D Object Detection Barza Nisar Hruday Vishal Kanna Anand Steven L. Waslander 35 1 0 27 Apr 2023
Kaizen: Practical Self-supervised Continual Learning with Continual Fine-tuning Chi Ian Tang Lorena Qendro Dimitris Spathis F. Kawsar Cecilia Mascolo Akhil Mathur CLL 27 11 0 30 Mar 2023
Complementary Domain Adaptation and Generalization for Unsupervised Continual Domain Shift Learning Won-Yong Cho Jinha Park Taesup Kim CLL 27 5 0 28 Mar 2023