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
Continual Learning with Weight Interpolation Jkedrzej Kozal Jan Wasilewski Bartosz Krawczyk Michal Wo'zniak CLL MoMe 34 6 0 05 Apr 2024
Defense without Forgetting: Continual Adversarial Defense with Anisotropic & Isotropic Pseudo Replay Yuhang Zhou Zhongyun Hua AAML CLL 31 3 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 40 3 0 30 Mar 2024
Convolutional Prompting meets Language Models for Continual Learning Anurag Roy Riddhiman Moulick Vinay K. Verma Saptarshi Ghosh Abir Das VLM CLL LRM 37 12 0 29 Mar 2024
A Unified and General Framework for Continual Learning Zhenyi Wang Yan Li Li Shen Heng-Chiao Huang CLL 32 17 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 37 0 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 32 11 0 08 Mar 2024
Recall-Oriented Continual Learning with Generative Adversarial Meta-Model Haneol Kang Dong-Wan Choi CLL BDL 31 1 0 05 Mar 2024
Robustness-Congruent Adversarial Training for Secure Machine Learning Model Updates Daniele Angioni Luca Demetrio Maura Pintor Luca Oneto Davide Anguita Battista Biggio Fabio Roli AAML 27 2 0 27 Feb 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 30 20 0 27 Feb 2024
Class-incremental Learning for Time Series: Benchmark and Evaluation Zhongzheng Qiao Quang-Cuong Pham Zhen Cao Hoang H Le Ponnuthurai Nagaratnam Suganthan Xudong Jiang Savitha Ramasamy 40 10 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 19 1 0 17 Feb 2024
Is Continual Learning Ready for Real-world Challenges? Theodora Kontogianni Yuanwen Yue Siyu Tang Konrad Schindler CLL 30 3 0 15 Feb 2024
Layerwise Proximal Replay: A Proximal Point Method for Online Continual Learning Jason Yoo Yunpeng Liu Frank D. Wood Geoff Pleiss CLL 19 5 0 14 Feb 2024
OVOR: OnePrompt with Virtual Outlier Regularization for Rehearsal-Free Class-Incremental Learning Wei-Cheng Huang Chun-Fu Chen Hsiang Hsu VLM 20 11 0 06 Feb 2024
Continual Domain Adversarial Adaptation via Double-Head Discriminators Yan Shen Zhanghexuan Ji Chunwei Ma Mingchen Gao TTA 14 2 0 05 Feb 2024
Few-Shot Class-Incremental Learning with Prior Knowledge Wenhao Jiang Duo Li Menghan Hu Guangtao Zhai Xiaokang Yang Xiao-Ping Zhang CLL 47 1 0 02 Feb 2024
Locality Sensitive Sparse Encoding for Learning World Models Online Zi-Yan Liu Chao Du Wee Sun Lee Min-Bin Lin KELM CLL OffRL 33 8 0 23 Jan 2024
Towards Open-World Gesture Recognition Junxiao Shen Matthias De Lange X. Xu Enmin Zhou Ran Tan Naveen Suda Maciej Lazarewicz Per Ola Kristensson Amy Karlson Evan Strasnick 18 3 0 20 Jan 2024
A Topology-aware Graph Coarsening Framework for Continual Graph Learning Xiaoxue Han Zhuo Feng Yue Ning CLL 14 1 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 80 16 0 20 Dec 2023
Continual Learning: Forget-free Winning Subnetworks for Video Representations Haeyong Kang Jaehong Yoon Sung Ju Hwang Chang D. Yoo CLL 27 2 0 19 Dec 2023
Catastrophic Forgetting in Deep Learning: A Comprehensive Taxonomy Everton L. Aleixo J. Colonna Marco Cristo Everlandio Fernandes CLL 50 22 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 15 2 0 10 Dec 2023
Label Delay in Online Continual Learning Botos Csaba Wenxuan Zhang Matthias Muller Ser-Nam Lim Mohamed Elhoseiny Philip H. S. Torr Adel Bibi CLL 32 0 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 25 6 0 30 Nov 2023
Class Gradient Projection For Continual Learning Cheng Chen Ji Zhang Jingkuan Song Lianli Gao CLL 11 16 0 25 Nov 2023
Online Continual Knowledge Learning for Language Models Yuhao Wu Tongjun Shi Karthick Sharma Chun Seah Shuhao Zhang CLL KELM 23 4 0 16 Nov 2023
Incremental Object-Based Novelty Detection with Feedback Loop Simone Caldarella Elisa Ricci Rahaf Aljundi 26 0 0 15 Nov 2023
Online Continual Learning via Logit Adjusted Softmax Zhehao Huang Tao Li Chenhe Yuan Yingwen Wu Xiaolin Huang CLL 52 3 0 11 Nov 2023
Learning to Learn for Few-shot Continual Active Learning Stella Ho Ming Liu Shang Gao Longxiang Gao KELM BDL VLM CLL 14 2 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 41 7 0 06 Nov 2023
Holistic Transfer: Towards Non-Disruptive Fine-Tuning with Partial Target Data Cheng-Hao Tu Hong-You Chen Zheda Mai Jike Zhong Vardaan Pahuja Tanya Berger-Wolf Song Gao Charles V. Stewart Yu-Chuan Su Wei-Lun Chao CLL 34 3 0 02 Nov 2023
Visually Grounded Continual Language Learning with Selective Specialization Kyra Ahrens Lennart Bengtson Jae Hee Lee Stefan Wermter 19 0 0 24 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 116 89 0 22 Oct 2023
Prior-Free Continual Learning with Unlabeled Data in the Wild Tao Zhuo Zhiyong Cheng Hehe Fan Mohan S. Kankanhalli VLM CLL 38 2 0 16 Oct 2023
Diversifying the Mixture-of-Experts Representation for Language Models with Orthogonal Optimizer Boan Liu Liang Ding Li Shen Keqin Peng Yu Cao Dazhao Cheng Dacheng Tao MoE 36 7 0 15 Oct 2023
Continual Learning via Manifold Expansion Replay Zihao Xu Xuan Tang Yufei Shi Jianfeng Zhang Jian Yang Mingsong Chen Xian Wei KELM CLL 9 4 0 12 Oct 2023
A Survey of Incremental Transfer Learning: Combining Peer-to-Peer Federated Learning and Domain Incremental Learning for Multicenter Collaboration Yixing Huang Christoph Bert Rostislav Makarov Alexander Alenin Andreas K. Maier F. Putz FedML CLL 19 1 0 29 Sep 2023
E2Net: Resource-Efficient Continual Learning with Elastic Expansion Network Ruiqi Liu Boyu Diao Libo Huang Zhulin An Yongjun Xu CLL 21 0 0 28 Sep 2023
Person Re-Identification for Robot Person Following with Online Continual Learning Hanjing Ye Jieting Zhao Yu Zhan Weinan Chen Li He Hong Zhang 24 8 0 21 Sep 2023
Looking through the past: better knowledge retention for generative replay in continual learning Valeriya Khan Sebastian Cygert Kamil Deja Tomasz Trzciñski Bartlomiej Twardowski 26 7 0 18 Sep 2023
A Natural Gas Consumption Forecasting System for Continual Learning Scenarios based on Hoeffding Trees with Change Point Detection Mechanism Radek Svoboda Sebastian Basterrech Jedrzej Kozal Jan Platoš Michal Wo'zniak 16 3 0 07 Sep 2023
Continual Learning From a Stream of APIs Enneng Yang Zhenyi Wang Li Shen Nan Yin Tongliang Liu Guibing Guo Xingwei Wang Dacheng Tao CLL 27 3 0 31 Aug 2023
GRASP: A Rehearsal Policy for Efficient Online Continual Learning Md Yousuf Harun Jhair Gallardo Junyu Chen Christopher Kanan CLL 30 9 0 25 Aug 2023
Exemplar-Free Continual Transformer with Convolutions Anurag Roy Vinay K. Verma Sravan Voonna Kripabandhu Ghosh Saptarshi Ghosh Abir Das CLL BDL 15 10 0 22 Aug 2023
A Fusion of Variational Distribution Priors and Saliency Map Replay for Continual 3D Reconstruction Sanchar Palit S. Biswas 39 0 0 17 Aug 2023
CTP: Towards Vision-Language Continual Pretraining via Compatible Momentum Contrast and Topology Preservation Hongguang Zhu Yunchao Wei Xiaodan Liang Chunjie Zhang Yao-Min Zhao VLM 32 28 0 14 Aug 2023
A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning Zhenyi Wang Enneng Yang Li Shen Heng-Chiao Huang KELM MU 31 47 0 16 Jul 2023
EgoAdapt: A multi-stream evaluation study of adaptation to real-world egocentric user video Matthias De Lange H. Eghbalzadeh Reuben Tan Michael L. Iuzzolino Franziska Meier Karl Ridgeway EgoV 17 1 0 11 Jul 2023