On Tiny Episodic Memories in Continual Learning

27 February 2019

Arslan Chaudhry

Marcus Rohrbach

Mohamed Elhoseiny

Thalaiyasingam Ajanthan

Papers citing "On Tiny Episodic Memories in Continual Learning"

50 / 255 papers shown

Title
TPT-Bench: A Large-Scale, Long-Term and Robot-Egocentric Dataset for Benchmarking Target Person Tracking Hanjing Ye Yu Zhan Weixi Situ Guangcheng Chen Jingwen Yu Kuanqi Cai Hong Zhang 28 0 0 12 May 2025
Replay to Remember (R2R): An Efficient Uncertainty-driven Unsupervised Continual Learning Framework Using Generative Replay Sriram Mandalika Harsha Vardhan Athira Nambiar VLM 63 0 0 07 May 2025
Mitigating Catastrophic Forgetting in the Incremental Learning of Medical Images Sara Yavari Jacob Furst CLL 53 0 0 28 Apr 2025
Harmony: A Unified Framework for Modality Incremental Learning Y. Song Xiaoshan Yang D. Jiang Yaowei Wang Changsheng Xu CLL 45 0 0 17 Apr 2025
Query-based Knowledge Transfer for Heterogeneous Learning Environments Norah Alballa Wenxuan Zhang Ziquan Liu A. Abdelmoniem Mohamed Elhoseiny Marco Canini 36 0 0 12 Apr 2025
Task-conditioned Ensemble of Expert Models for Continuous Learning Renu Sharma Debasmita Pal Arun Ross OOD KELM 142 0 0 11 Apr 2025
MetaCLBench: Meta Continual Learning Benchmark on Resource-Constrained Edge Devices Sijia Li Young D. Kwon Lik-Hang Lee Pan Hui 36 0 0 31 Mar 2025
Ferret: An Efficient Online Continual Learning Framework under Varying Memory Constraints Yuhao Zhou Yuxin Tian Jindi Lv Mingjia Shi Yuanxi Li Qing Ye Shuhao Zhang Jiancheng Lv CLL 70 0 0 15 Mar 2025
PTMs-TSCIL Pre-Trained Models Based Class-Incremental Learning Yuanlong Wu Mingxing Nie Tao Zhu L. Chen Huansheng Ning Yaping Wan CLL 49 0 0 10 Mar 2025
Towards Experience Replay for Class-Incremental Learning in Fully-Binary Networks Yanis Basso-Bert Anca Molnos Romain Lemaire William Guicquero Antoine Dupret CLL 41 0 0 10 Mar 2025
A Good Start Matters: Enhancing Continual Learning with Data-Driven Weight Initialization Md Yousuf Harun Christopher Kanan AI4CE 50 0 0 09 Mar 2025
CL-MoE: Enhancing Multimodal Large Language Model with Dual Momentum Mixture-of-Experts for Continual Visual Question Answering Tianyu Huai Jie Zhou Xingjiao Wu Qin Chen Qingchun Bai Ze Zhou Liang He MoE 33 2 0 01 Mar 2025
Same accuracy, twice as fast: continuous training surpasses retraining from scratch Eli Verwimp Guy Hacohen Tinne Tuytelaars OnRL 39 0 0 28 Feb 2025
PVBF: A Framework for Mitigating Parameter Variation Imbalance in Online Continual Learning Zelin Tao Hao Deng Mingqing Liu Lijun Zhang Shengjie Zhao CLL 65 0 0 25 Feb 2025
Cross-Domain Continual Learning for Edge Intelligence in Wireless ISAC Networks Jingzhi Hu Xin Li Zhou Su Jun-Jie Luo 65 0 0 18 Feb 2025
Continual Learning with Strategic Selection and Forgetting for Network Intrusion Detection Xinchen Zhang Running Zhao Zhihan Jiang Handi Chen Yulong Ding Edith Ngai Shuang-Hua Yang AAML 87 0 0 17 Feb 2025
$Online Curvature-Aware Replay: Leveraging $\mathbf{2^{nd}}$ Order Information for Online Continual Learning$ Online Curvature-Aware Replay: Leveraging $\mathbf{2^{nd}}$ Order Information for Online Continual Learning Edoardo Urettini Antonio Carta 68 0 0 03 Feb 2025
VLM-Assisted Continual learning for Visual Question Answering in Self-Driving Yuxin Lin Mengshi Qi Liang Liu Huadong Ma CLL 35 1 0 02 Feb 2025
Soft-TransFormers for Continual Learning Haeyong Kang Chang-Dong Yoo CLL 83 0 0 25 Nov 2024
$C$^{2}$INet: Realizing Incremental Trajectory Prediction with Prior-Aware Continual Causal Intervention$ C $^{2}$ INet: Realizing Incremental Trajectory Prediction with Prior-Aware Continual Causal Intervention Xiaohe Li Feilong Huang Zide Fan Fangli Mou Leilei Lin Yingyan Hou Lijie Wen 65 0 0 19 Nov 2024
Continual Memorization of Factoids in Language Models Howard Chen Jiayi Geng Adithya Bhaskar Dan Friedman Danqi Chen KELM 48 1 0 11 Nov 2024
Online-LoRA: Task-free Online Continual Learning via Low Rank Adaptation Xiwen Wei Guihong Li R. Marculescu 42 2 0 08 Nov 2024
Hybrid Memory Replay: Blending Real and Distilled Data for Class Incremental Learning Jiangtao Kong Jiacheng Shi Ashley Gao Shaohan Hu Tianyi Zhou Huajie Shao VLM DD 36 1 0 20 Oct 2024
SLIM: Let LLM Learn More and Forget Less with Soft LoRA and Identity Mixture Jiayi Han Liang Du Hongwei Du Xiangguo Zhou Yiwen Wu Weibo Zheng Donghong Han CLL MoMe MoE 38 2 0 10 Oct 2024
Continual Learning in the Frequency Domain Ruiqi Liu Boyu Diao Libo Huang Zijia An Zhulin An Yongjun Xu VLM CLL 28 7 0 09 Oct 2024
Does RoBERTa Perform Better than BERT in Continual Learning: An Attention Sink Perspective Xueying Bai Yifan Sun Niranjan Balasubramanian CLL 24 0 0 08 Oct 2024
Fair Class-Incremental Learning using Sample Weighting Jaeyoung Park Minsu Kim Steven Euijong Whang 38 0 0 02 Oct 2024
Continual learning with task specialist Indu Solomon Aye Phyu Phyu Aung Uttam Kumar Senthilnath Jayavelu VLM CLL 23 0 0 26 Sep 2024
Drift to Remember Jin Du X. Zhang Hao Shen Xun Xian Ganghua Wang Jiawei Zhang Yuhong Yang Na Li Jia Liu Jie Ding CLL 16 0 0 21 Sep 2024
Towards General Industrial Intelligence: A Survey on IIoT-Enhanced Continual Large Models Jiao Chen Jiayi He Fangfang Chen Zuohong Lv Jianhua Tang Weihua Li Zuozhu Liu Howard H. Yang Guangjie Han AI4CE 34 1 0 02 Sep 2024
Bi-Factorial Preference Optimization: Balancing Safety-Helpfulness in Language Models Wenxuan Zhang Philip H. S. Torr Mohamed Elhoseiny Adel Bibi 71 9 0 27 Aug 2024
Continual Learning of Nonlinear Independent Representations Boyang Sun Ignavier Ng Guangyi Chen Yifan Shen Qirong Ho Kun Zhang OOD CML 45 0 0 11 Aug 2024
Continual Distillation Learning: Knowledge Distillation in Prompt-based Continual Learning Qifan Zhang Yunhui Guo Yu Xiang VLM CLL 54 0 0 18 Jul 2024
Continual Deep Learning on the Edge via Stochastic Local Competition among Subnetworks Theodoros Christophides Kyriakos Tolias S. Chatzis 32 0 0 15 Jul 2024
Overcoming Catastrophic Forgetting in Tabular Data Classification: A Pseudorehearsal-based approach Pablo García Santaclara Bruno Fernández Castro Rebeca P. Díaz Redondo LMTD 35 0 0 12 Jul 2024
How to Leverage Predictive Uncertainty Estimates for Reducing Catastrophic Forgetting in Online Continual Learning Giuseppe Serra Ben Werner Florian Buettner 38 1 0 10 Jul 2024
PECTP: Parameter-Efficient Cross-Task Prompts for Incremental Vision Transformer Qian Feng Hanbin Zhao Chao Zhang Jiahua Dong Henghui Ding Yu-Gang Jiang Hui Qian VLM 37 3 0 04 Jul 2024
TEAL: New Selection Strategy for Small Buffers in Experience Replay Class Incremental Learning Shahar Shaul-Ariel D. Weinshall VLM 24 0 0 30 Jun 2024
Enhancing Continual Learning in Visual Question Answering with Modality-Aware Feature Distillation Malvina Nikandrou Georgios Pantazopoulos Ioannis Konstas Alessandro Suglia 24 0 0 27 Jun 2024
Forget but Recall: Incremental Latent Rectification in Continual Learning Nghia D. Nguyen Hieu Trung Nguyen Ang Li H. Pham Viet Anh Nguyen Khoa D. Doan CLL 45 0 0 25 Jun 2024
GPT4Rec: Graph Prompt Tuning for Streaming Recommendation Peiyan Zhang Yuchen Yan Xi Zhang Liying Kang Chaozhuo Li Feiran Huang Senzhang Wang Sunghun Kim 40 7 0 12 Jun 2024
Federated Continual Learning Goes Online: Leveraging Uncertainty for Modality-Agnostic Class-Incremental Learning Giuseppe Serra Florian Buettner CLL FedML 44 0 0 29 May 2024
U-TELL: Unsupervised Task Expert Lifelong Learning Indu Solomon Aye Phyu Phyu Aung Uttam Kumar Senthilnath Jayavelu CLL 21 1 0 23 May 2024
Adversarially Diversified Rehearsal Memory (ADRM): Mitigating Memory Overfitting Challenge in Continual Learning Hikmat Khan Ghulam Rasool N. Bouaynaya AAML 23 0 0 20 May 2024
Cyclical Weight Consolidation: Towards Solving Catastrophic Forgetting in Serial Federated Learning Haoyue Song Jiacheng Wang Liansheng Wang 14 0 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 39 1 0 16 May 2024
Dynamic Feature Learning and Matching for Class-Incremental Learning Sunyuan Qiang Yanyan Liang Jun Wan Du Zhang CLL 38 3 0 14 May 2024
A Methodology-Oriented Study of Catastrophic Forgetting in Incremental Deep Neural Networks Ashutosh Kumar Sonali Agarwal D. J. Hemanth 29 0 0 11 May 2024
Continual Learning for Robust Gate Detection under Dynamic Lighting in Autonomous Drone Racing Zhongzheng Qiao Xuan Huy Pham Savitha Ramasamy Xudong Jiang Erdal Kayacan Andriy Sarabakha 19 1 0 02 May 2024
MuseumMaker: Continual Style Customization without Catastrophic Forgetting Chenxi Liu Gan Sun Wenqi Liang Jiahua Dong Can Qin Yang Cong DiffM 50 3 0 25 Apr 2024