Papers citing 'On Tiny Episodic Memories in Continual Learning'

Title
How to Leverage Predictive Uncertainty Estimates for Reducing Catastrophic Forgetting in Online Continual Learning Giuseppe Serra Ben Werner Florian Buettner 380 5 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 154 5 0 04 Jul 2024
TEAL: New Selection Strategy for Small Buffers in Experience Replay Class Incremental Learning Shahar Shaul-Ariel D. Weinshall VLM 188 1 0 30 Jun 2024
Enhancing Continual Learning in Visual Question Answering with Modality-Aware Feature Distillation Malvina Nikandrou Georgios Pantazopoulos Ioannis Konstas Alessandro Suglia 230 4 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 201 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 243 19 0 12 Jun 2024
Federated Continual Learning Goes Online: Uncertainty-Aware Memory Management for Vision Tasks and Beyond Giuseppe Serra Florian Buettner CLL FedML 374 0 0 29 May 2024
U-TELL: Unsupervised Task Expert Lifelong LearningInternational Conference on Information Photonics (ICIP), 2024 Indu Solomon Aye Phyu Phyu Aung Uttam Kumar Senthilnath Jayavelu CLL 173 3 0 23 May 2024
Adversarially Diversified Rehearsal Memory (ADRM): Mitigating Memory Overfitting Challenge in Continual Learning Hikmat Khan Ghulam Rasool N. Bouaynaya AAML 198 1 0 20 May 2024
Cyclical Weight Consolidation: Towards Solving Catastrophic Forgetting in Serial Federated Learning Haoyue Song Jiacheng Wang Liansheng Wang 147 1 0 17 May 2024
Overcoming Catastrophic Forgetting by Exemplar Selection in Task-oriented Dialogue SystemAnnual Meeting of the Association for Computational Linguistics (ACL), 2024 Chen Chen Ruizhe Li Yuchen Hu Yuanyuan Chen Chengwei Qin Qiang Zhang CLL 210 4 0 16 May 2024
Dynamic Feature Learning and Matching for Class-Incremental Learning Sunyuan Qiang Yanyan Liang Jun Wan Du Zhang CLL 253 3 0 14 May 2024
A Methodology-Oriented Study of Catastrophic Forgetting in Incremental Deep Neural Networks Ashutosh Kumar Sonali Agarwal D. J. Hemanth 220 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 209 3 0 02 May 2024
MuseumMaker: Continual Style Customization without Catastrophic Forgetting Chenxi Liu Gan Sun Wenqi Liang Jiahua Dong Can Qin Yang Cong DiffM 263 7 0 25 Apr 2024
Remembering Transformer for Continual Learning Yuwei Sun Ippei Fujisawa Arthur Juliani Jun Sakuma Ryota Kanai CLL 252 1 0 11 Apr 2024
Continual Learning with Weight Interpolation Jkedrzej Kozal Jan Wasilewski Bartosz Krawczyk Michal Wo'zniak CLL MoMe 413 9 0 05 Apr 2024
Defense without Forgetting: Continual Adversarial Defense with Anisotropic & Isotropic Pseudo ReplayComputer Vision and Pattern Recognition (CVPR), 2024 Yuhang Zhou Zhongyun Hua AAML CLL 255 5 0 02 Apr 2024
Orchestrate Latent Expertise: Advancing Online Continual Learning with Multi-Level Supervision and Reverse Self-Distillation Hongwei Yan Liyuan Wang Kaisheng Ma Yi Zhong CLL 213 17 0 30 Mar 2024
Convolutional Prompting meets Language Models for Continual Learning Anurag Roy Riddhiman Moulick Vinay Kumar Verma Saptarshi Ghosh Abir Das VLM CLL LRM 163 32 0 29 Mar 2024
A Unified and General Framework for Continual Learning Zhenyi Wang Yan Li Li Shen Heng-Chiao Huang CLL 198 35 0 20 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 319 1 0 18 Mar 2024
VLM-PL: Advanced Pseudo Labeling Approach for Class Incremental Object Detection via Vision-Language Model Junsu Kim Yunhoe Ku Jihyeon Kim Junuk Cha Seungryul Baek ObjD VLM 291 24 0 08 Mar 2024
Recall-Oriented Continual Learning with Generative Adversarial Meta-Model Haneol Kang Dong-Wan Choi CLL BDL 122 3 0 05 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 426 47 0 27 Feb 2024
Robustness-Congruent Adversarial Training for Secure Machine Learning Model Updates Daniele Angioni Christian Scano Maura Pintor Luca Oneto Davide Anguita Battista Biggio Fabio Roli AAML 339 5 0 27 Feb 2024
Class-incremental Learning for Time Series: Benchmark and Evaluation Zhongzheng Qiao Quang Pham Zhen Cao Hoang H Le Ponnuthurai Nagaratnam Suganthan Xudong Jiang Savitha Ramasamy 220 15 0 19 Feb 2024
Maintaining Adversarial Robustness in Continuous Learning Xiaolei Ru Xiaowei Cao Zijia Liu Jack Murdoch Moore Xin-Ya Zhang Xia Zhu Wenjia Wei Gang Yan AAML 154 5 0 17 Feb 2024
Is Continual Learning Ready for Real-world Challenges? Theodora Kontogianni Yuanwen Yue Siyu Tang Konrad Schindler CLL 272 5 0 15 Feb 2024
Layerwise Proximal Replay: A Proximal Point Method for Online Continual Learning Jason Yoo Yunpeng Liu Frank Wood Geoff Pleiss CLL 245 7 0 14 Feb 2024
OVOR: OnePrompt with Virtual Outlier Regularization for Rehearsal-Free Class-Incremental LearningInternational Conference on Learning Representations (ICLR), 2024 Wei-Cheng Huang Chun-Fu Chen Hsiang Hsu VLM 314 17 0 06 Feb 2024
Continual Domain Adversarial Adaptation via Double-Head DiscriminatorsInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2024 Yan Shen Zhanghexuan Ji Chunwei Ma Mingchen Gao TTA 259 2 0 05 Feb 2024
Few-Shot Class-Incremental Learning with Prior Knowledge Wenhao Jiang Duo Li Menghan Hu Guangtao Zhai Yunbo Wang Xiao-Ping Zhang CLL 151 2 0 02 Feb 2024
Locality Sensitive Sparse Encoding for Learning World Models OnlineInternational Conference on Learning Representations (ICLR), 2024 Zi-Yan Liu Chao Du Wee Sun Lee Min Lin KELM CLL OffRL 226 18 0 23 Jan 2024
Towards Open-World Gesture RecognitionInternational Symposium on Mixed and Augmented Reality (ISMAR), 2024 Junxiao Shen Matthias De Lange X. Xu Enmin Zhou Ran Tan Naveen Suda Maciej Lazarewicz Per Ola Kristensson Amy Karlson Evan Strasnick 89 3 0 20 Jan 2024
A Topology-aware Graph Coarsening Framework for Continual Graph Learning Xiaoxue Han Zhuo Feng Yue Ning CLL 240 9 0 05 Jan 2024
Learning and Forgetting Unsafe Examples in Large Language Models Jiachen Zhao Zhun Deng David Madras James Zou Mengye Ren MU KELM CLL 339 24 0 20 Dec 2023
Continual Learning: Forget-free Winning Subnetworks for Video Representations Haeyong Kang Jaehong Yoon Sung Ju Hwang Chang D. Yoo CLL 456 5 0 19 Dec 2023
Catastrophic Forgetting in Deep Learning: A Comprehensive TaxonomyJournal of the Brazilian Computer Society (JBCS), 2023 Everton L. Aleixo J. Colonna Marco Cristo Everlandio Fernandes CLL 231 49 0 16 Dec 2023
Class-Prototype Conditional Diffusion Model with Gradient Projection for Continual Learning Khanh Doan Quyen Tran Tung Lam Tran Tuan Nguyen Dinh Q. Phung Trung Le DiffM 221 3 0 10 Dec 2023
Wake-Sleep Consolidated Learning Amelia Sorrenti Giovanni Bellitto Federica Proietto Salanitri M. Pennisi S. Palazzo C. Spampinato CLL 177 3 0 06 Dec 2023
Label Delay in Online Continual LearningNeural Information Processing Systems (NeurIPS), 2023 Botos Csaba Wenxuan Zhang Matthias Muller Ser-Nam Lim Mohamed Elhoseiny Juil Sock Adel Bibi CLL 167 3 0 01 Dec 2023
Continual Diffusion with STAMINA: STack-And-Mask INcremental Adapters James Seale Smith Yen-Chang Hsu Z. Kira Yilin Shen Hongxia Jin DiffM 351 9 0 30 Nov 2023
Class Gradient Projection For Continual LearningACM Multimedia (ACM MM), 2022 Cheng Chen Ji Zhang Jingkuan Song Lianli Gao CLL 109 22 0 25 Nov 2023
Online Continual Knowledge Learning for Language Models Yuhao Wu Tongjun Shi Karthick Sharma Chun Seah Shuhao Zhang CLL KELM 220 5 0 16 Nov 2023
Incremental Object-Based Novelty Detection with Feedback Loop Simone Caldarella Elisa Ricci Rahaf Aljundi 182 0 0 15 Nov 2023
Online Continual Learning via Logit Adjusted Softmax Zhehao Huang Tao Li Chenhe Yuan Yingwen Wu Xiaolin Huang CLL 209 3 0 11 Nov 2023
Learning to Learn for Few-shot Continual Active LearningArtificial Intelligence Review (AIR), 2023 Stella Ho Ming Liu Shang Gao Longxiang Gao KELM BDL VLM CLL 390 8 0 07 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 263 9 0 06 Nov 2023
Holistic Transfer: Towards Non-Disruptive Fine-Tuning with Partial Target DataNeural Information Processing Systems (NeurIPS), 2023 Cheng-Hao Tu Hong-You Chen Zheda Mai Shitian Zhao Vardaan Pahuja Tanya Berger-Wolf Song Gao Charles V. Stewart Yu-Chuan Su Wei-Lun Chao CLL 196 7 0 02 Nov 2023