Title
Prototype Augmented Hypernetworks for Continual Learning Neil De La Fuente Maria Pilligua Daniel Vidal Albin Soutiff Cecilia Curreli Daniel Cremers Andrey Barsky CLL 19 0 0 12 May 2025
Parameter-Efficient Continual Fine-Tuning: A Survey Eric Nuertey Coleman Luigi Quarantiello Ziyue Liu Qinwen Yang Samrat Mukherjee J. Hurtado Vincenzo Lomonaco CLL 27 0 0 18 Apr 2025
Continual Learning Strategies for 3D Engineering Regression Problems: A Benchmarking Study Kaira M. Samuel Faez Ahmed 43 0 0 16 Apr 2025
Scene-Centric Unsupervised Panoptic Segmentation Oliver Hahn Christoph Reich Nikita Araslanov Daniel Cremers Christian Rupprecht Stefan Roth OCL 57 0 0 02 Apr 2025
Pareto Continual Learning: Preference-Conditioned Learning and Adaption for Dynamic Stability-Plasticity Trade-off Song Lai Zhe Zhao Fei Zhu Xi Victoria Lin Qingfu Zhang Gaofeng Meng CLL 46 1 0 30 Mar 2025
Staying Alive: Online Neural Network Maintenance and Systemic Drift Joshua Edward Hammond Tyler Soderstrom Brian A. Korgel Michael Baldea 33 0 0 22 Mar 2025
FeNeC: Enhancing Continual Learning via Feature Clustering with Neighbor- or Logit-Based Classification Kamil Książek Hubert Jastrzębski Bartosz Trojan Krzysztof Pniaczek Michał Karp Jacek Tabor CLL 69 0 0 18 Mar 2025
EFC++: Elastic Feature Consolidation with Prototype Re-balancing for Cold Start Exemplar-free Incremental Learning Simone Magistri Tomaso Trinci Albin Soutif--Cormerais J. Weijer Andrew D. Bagdanov 45 0 0 13 Mar 2025
Enhanced Continual Learning of Vision-Language Models with Model Fusion Haoyuan Gao Zicong Zhang Yuqi Wei Linglan Zhao Guilin Li Y. Li Linghe Kong Weiran Huang CLL VLM 73 0 0 12 Mar 2025
A Good Start Matters: Enhancing Continual Learning with Data-Driven Weight Initialization Md Yousuf Harun Christopher Kanan AI4CE 48 0 0 09 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
Incremental Learning with Repetition via Pseudo-Feature Projection Benedikt Tscheschner Eduardo Veas Marc Masana CLL 39 0 0 27 Feb 2025
CND-IDS: Continual Novelty Detection for Intrusion Detection Systems Sean Fuhrman Onat Gungor T. Rosing AAML 101 0 0 21 Feb 2025
Lightweight Online Adaption for Time Series Foundation Model Forecasts Thomas L. Lee William Toner Rajkarn Singh Artjom Joosem Martin Asenov AI4TS 36 0 0 18 Feb 2025
Parseval Regularization for Continual Reinforcement Learning Wesley Chung Lynn Cherif D. Meger Doina Precup CLL 65 0 0 10 Dec 2024
DESIRE: Dynamic Knowledge Consolidation for Rehearsal-Free Continual Learning Haiyang Guo Fei Zhu Fanhu Zeng Bing Liu Xu-Yao Zhang MoMe CLL 68 3 0 28 Nov 2024
Aligning Generalisation Between Humans and Machines Filip Ilievski Barbara Hammer F. V. Harmelen Benjamin Paassen S. Saralajew ... Vered Shwartz Gabriella Skitalinskaya Clemens Stachl Gido M. van de Ven T. Villmann 66 0 0 23 Nov 2024
Online-LoRA: Task-free Online Continual Learning via Low Rank Adaptation Xiwen Wei Guihong Li R. Marculescu 34 2 0 08 Nov 2024
Budgeted Online Continual Learning by Adaptive Layer Freezing and Frequency-based Sampling Minhyuk Seo Hyunseo Koh Jonghyun Choi 24 1 0 19 Oct 2024
Efficient Weight-Space Laplace-Gaussian Filtering and Smoothing for Sequential Deep Learning Joanna Sliwa Frank Schneider Nathanael Bosch Agustinus Kristiadi Philipp Hennig BDL CLL 21 2 0 09 Oct 2024
How green is continual learning, really? Analyzing the energy consumption in continual training of vision foundation models Tomaso Trinci Simone Magistri Roberto Verdecchia Andrew D. Bagdanov CLL 26 0 0 27 Sep 2024
Learning to Route for Dynamic Adapter Composition in Continual Learning with Language Models Vladimir Araujo Marie-Francine Moens Tinne Tuytelaars CLL MoMe 19 2 0 16 Aug 2024
The Phantom Menace: Unmasking Privacy Leakages in Vision-Language Models Simone Caldarella Massimiliano Mancini Elisa Ricci Rahaf Aljundi PILM 22 1 0 02 Aug 2024
Controlling Forgetting with Test-Time Data in Continual Learning Vaibhav Singh Rahaf Aljundi Eugene Belilovsky CLL VLM KELM 21 3 0 19 Jun 2024
CLoG: Benchmarking Continual Learning of Image Generation Models Haotian Zhang Junting Zhou Haowei Lin Hang Ye Jianhua Zhu Zihao Wang Liangcai Gao Yizhou Wang Yitao Liang DiffM VLM 23 0 0 07 Jun 2024
What Variables Affect Out-Of-Distribution Generalization in Pretrained Models? Md Yousuf Harun Kyungbok Lee Jhair Gallardo Giri Krishnan Christopher Kanan 23 2 0 23 May 2024
Continual Learning in the Presence of Repetition Hamed Hemati Lorenzo Pellegrini Xiaotian Duan Zixuan Zhao Fangfang Xia ... Shiji Zhao Shao-Yuan Li Sheng-Jun Huang Vincenzo Lomonaco Gido M. van de Ven CLL 21 2 0 07 May 2024
Recommendation of data-free class-incremental learning algorithms by simulating future data Eva Feillet Adrian Daniel Popescu C´eline Hudelot 33 0 0 26 Mar 2024
Towards a Dynamic Future with Adaptable Computing and Network Convergence (ACNC) Masoud Shokrnezhad Hao Yu T. Taleb Richard Li Kyunghan Lee Jaeseung Song Cedric Westphal 19 5 0 12 Mar 2024
Continual Learning and Catastrophic Forgetting Gido M. van de Ven Nicholas Soures Dhireesha Kudithipudi 16 46 0 08 Mar 2024
Continual Learning for Large Language Models: A Survey Tongtong Wu Linhao Luo Yuan-Fang Li Shirui Pan Thuy-Trang Vu Gholamreza Haffari CLL LRM KELM 21 101 0 02 Feb 2024
BrainWash: A Poisoning Attack to Forget in Continual Learning Ali Abbasi Parsa Nooralinejad Hamed Pirsiavash Soheil Kolouri CLL KELM AAML 11 5 0 20 Nov 2023
Design Principles for Lifelong Learning AI Accelerators Dhireesha Kudithipudi Anurag Daram Abdullah M. Zyarah Fatima Tuz Zohora J. Aimone ... Emre Neftci M. Mattina Vincenzo Lomonaco Clare D. Thiem Benjamin Epstein 29 17 0 05 Oct 2023
GRASP: A Rehearsal Policy for Efficient Online Continual Learning Md Yousuf Harun Jhair Gallardo Junyu Chen Christopher Kanan CLL 10 9 0 25 Aug 2023
Overcoming the Stability Gap in Continual Learning Md Yousuf Harun Christopher Kanan AI4CE 27 6 0 02 Jun 2023
Online Continual Learning Without the Storage Constraint Ameya Prabhu Zhipeng Cai P. Dokania Philip H. S. Torr V. Koltun Ozan Sener CLL 118 28 0 16 May 2023
First Session Adaptation: A Strong Replay-Free Baseline for Class-Incremental Learning A. Panos Yuriko Kobe Daniel Olmeda Reino Rahaf Aljundi Richard E. Turner CLL 93 42 0 23 Mar 2023
SIESTA: Efficient Online Continual Learning with Sleep Md Yousuf Harun Jhair Gallardo Tyler L. Hayes Ronald Kemker Christopher Kanan CLL 45 18 0 19 Mar 2023
Disentangling Transfer in Continual Reinforcement Learning Maciej Wołczyk Michal Zajkac Razvan Pascanu Lukasz Kuciñski Piotr Milo's CLL 57 27 0 28 Sep 2022
SparCL: Sparse Continual Learning on the Edge Zifeng Wang Zheng Zhan Yifan Gong Geng Yuan Wei Niu T. Jian Bin Ren Stratis Ioannidis Yanzhi Wang Jennifer Dy CLL 52 57 0 20 Sep 2022
Achieving Forgetting Prevention and Knowledge Transfer in Continual Learning Zixuan Ke Bing-Quan Liu Nianzu Ma Hu Xu Lei Shu CLL 173 121 0 05 Dec 2021
Editing a classifier by rewriting its prediction rules Shibani Santurkar Dimitris Tsipras Mahalaxmi Elango David Bau Antonio Torralba A. Madry KELM 161 89 0 02 Dec 2021
Fast Model Editing at Scale E. Mitchell Charles Lin Antoine Bosselut Chelsea Finn Christopher D. Manning KELM 219 341 0 21 Oct 2021
Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems Sergey Levine Aviral Kumar George Tucker Justin Fu OffRL GP 321 1,944 0 04 May 2020