Continual Learning

Ask about this topic

Momentum

26 papers in the last four weeks, up 189% on the four weeks before. 0.3% of all new papers.

Jul 13Week of Sep 28
View on map

Latest papers 241

All topics
CardsList

  1. Task-Oriented Rank Adaptation for Continual Learning in Text Classification

    Oct 1, 2026Rey Sanchez Lopez, Eduardo Morales Manzanares, Hugo Jair EscalanteLarge Language Model ClassificationContinual Learning

    INAOE, Puebla, Mexico · The University of Texas at El Paso, El Paso, TX, USA

  2. Two Routes to the Middle: Placement Search and Brain Readouts Converge on Where Continual Learners Should Specialize

    Oct 1, 2026Yuan Huang, Zihan Chen, Runbin Zhang +3Human Visual CortexSelf-Supervised Vision Transformers

    Northeastern University

  3. Continual Learning for 6-DoF Grasp Synthesis via Experience and Demonstrations

    Oct 1, 2026Giulio Schiavi, Andrei Cramariuc, Michael Pantic +1Robotic GraspingReplay-Based Continual Learning

    Autonomous Systems Lab ETH Zurich, Switzerland · Robotics Systems Lab ETH Zurich, Switzerland

  4. ChainLoRA: Geometry-Preserving Task Vector Merging for Continual Learning in LLMs

    Sep 30, 2026Hang Yin, Haozhe Wang, Yuhua Luo +3Replay-Based Continual LearningParameter-Efficient Fine-Tuning Methods

    Shanghai Jiao Tong University · Shanghai Innovation Institute · Beijing Zhongguancun Academy +3

  5. A Dynamical Theory of LoRA in Continual Learning

    Sep 30, 2026Théo Marchetta, Filippo Alessandroni, Alessandro Breccia +2Low-Rank Adaptation FrameworkContinual Learning

    Department of Mathematics, Alma Mater Studiorum – Università di Bologna, Piazza di Porta San Donato 5, 40126 Bologna, Italy · Gatsby Computational Neuroscience Unit, University College London · Donders Centre for Neuroscience, Radboud University, Nijmegen, The Netherlands

  6. Generalized Residual Closure: General Learning Dynamics for Stability-Plasticity Compatibility

    Sep 30, 2026Dongxu Li, Yinuo Zhang, Hongyu Zhang +1PlasticityLearning Dynamics

    Xi’an Jiaotong University · Xi’an University of Architecture and Technology

  7. ReSCENE: Server-Side Replay for Structural Mitigation of Catastrophic Forgetting in Federated Continual Learning

    Sep 30, 2026Sungmin Kang, Zhengzhong Tu, Sunwoo LeeFederated LearningCatastrophic Forgetting

    Texas A&M University · Inha University

  8. Continual Learning of Dynamical Systems in Recurrent Neural Networks through Recyclable Unit Gating

    Sep 29, 2026Sima Hashemi, Daniel Durstewitz, Georgia KoppeRecurrent Neural NetworksRecurrent Model

    Faculty of Mathematics and Computer Science, Interdisciplinary Center for Scientific Computing, Heidelberg University, Heidelberg, Germany · Department of Theoretical Neuroscience, Central Institute of Mental Health (CIMH), Medical Faculty Mannheim, Heidelberg University, Heidelberg, Germany · Hector Institute for AI in Psychiatry & Department of Psychiatry and Psychotherapy, CIMH, Medical Faculty Mannheim, Heidelberg University, Heidelberg, Germany +1

  9. Width Expansion as a Method for Class Incremental Learning

    Sep 29, 2026A. L. S. Conde, Y. Elkhatib, C. M. RanieriClass-Incremental LearningIntra-Class

    Institute of Geosciences and Exact Sciences, São Paulo State University (UNESP), Av. 24-A, 1515, Rio Claro, 13506-692, SP, Brazil · School of Computing Science, University of Glasgow, Glasgow, G12 8QQ, Scotland, United Kingdom

  10. HiTS-CL: A Continual Learning Framework for Long-Horizon Temporal Knowledge Graph Extrapolation

    Sep 29, 2026Yansong Liu, Rui Liu, Yuan Zuo +6Temporal Knowledge GraphsReplay-Based Continual Learning

    Beihang University Beijing, China · Beijing University of Posts and Telecommunications Beijing, China · Hubei Engineering University Xiaogan, Hubei, China

  11. Early Learning Shapes Later Directions Of Representation Change In Continual Learning

    Sep 28, 2026Yuantao Deng, Jinnuo Liu, Kaizhen Tan +1Neural Network RepresentationsContinual Learning

    New York University · Xi’an Jiaotong University

  12. Normative Loss Landscape Navigation: A Trajectory-Based Approach to Mitigating Forgetting in Incremental Learning

    Sep 28, 2026Isabelle Aguilar, Zayn Andre Zainal, Luis Fernando Herbozo Contreras +2Class-Incremental LearningContinual Learning

  13. SPACE-LoRA: Allocating Activation-Subspace Protection for Continual Learning

    Sep 28, 2026Seunghyun Yoo, Kiseok Kim, Hyeontae Joo +2Replay-Based Continual LearningCatastrophic Forgetting

    School of Electrical Engineering Korea University Seoul, Republic of Korea

  14. Learning Dynamics of Continual Learning: A Unified View of Data Attribution, Forgetting, and Plasticity Loss

    Sep 27, 2026Yi Ren, Wenlong Deng, Guanzhe Hong +2Continual LearningLearning Dynamics

    OATML · University of Oxford · UBC +1

  15. CliffCompaction: Cost-Efficient Compaction for Long-Horizon Coding Agents

    Sep 22, 2026Trang Nguyen, Eulrang Cho, Bingqing Chen +1CompactionBounded-Memory

    Carnegie Mellon University · Bosch Center for AI

  16. Muon Can Outperform Dedicated Continual Learning Methods

    Sep 21, 2026Sebastian George Sincari, Bogdan Alexandru Gheorghe, Antonio BarbalauReplay-Based Continual LearningContinual Learning

    Faculty of Mathematics and Computer Science, University of Bucharest, Bucharest, Romania · Faculty of Mathematics and Computer Science University of Bucharest Bucharest, Romania · Bitdefender, Bucharest, Romania +1

  17. iSDFT: Information-Proximal Self-Distillation for Continual Learning in LLMs

    Sep 21, 2026Ahmed Khaled Khamis, Xiaotong Ji, Hassan Jaber +4Self-Distillation FrameworkSelf-Teacher

    Imperial College London · Politecnico di Torino · UCL Centre for AI

  18. Brain-Inspired Hierarchical Modularity for General Continual Learning

    Sep 21, 2026Hongwei Yan, Kanglei Zhou, Qi Cheng +7Replay-Based Continual LearningContinual Learning

    School of Life Sciences, Tsinghua University, Beijing, China. · IDG/McGovern Institute for Brain Research, Tsinghua University, Beijing, China. · Tsinghua-Peking Center for Life Sciences, Beijing, China. +2

  19. CE4^4L: Continual Ego, Exo, and Ego-Exo Learning

    Sep 20, 2026Hongwei Yan, Kanglei Zhou, Yuchen Liu +3Replay-Based Continual LearningContinual Learning

    School of Life Sciences, IDG/McGovern Institute for Brain Research, Tsinghua University, Beijing, China · Tsinghua-Peking Center for Life Sciences · Department of Psychological and Cognitive Sciences, Tsinghua University, Beijing, China +2

  20. An Architecture for Long-Horizon Agents: Levels, Ticks and Cascaded Intelligence

    Sep 17, 2026Erik Nijkamp, Anurag Koul, Egor Pakhomov +1Long-Horizon AgentsLong-Term Agent Memory

    Salesforce AI Research

  21. MCLC-NET: Multimodal Continual Learning for Leaf Counting

    Sep 16, 2026Ruchi Bhatt, Pratibha Kumari, Shreya Bansal +3Amodal SegmentationPrecision Agriculture

    Department of Computer Science & Engineering, Indian Institute of Technology Ropar, Punjab, India · Department of Informatics and Data Science, University of Regensburg, Regensburg, Germany · Department of Computer Science, Khalifa University, UAE

  22. Continual Learning for Traversability Prediction with Uncertainty-Aware Adaptation

    Sep 15, 2026Hojin Lee, Yunho Lee, Daniel A Duecker +1TraversabilityEgo-Trajectory Prediction

    Ulsan National Institute of Science and Technology, Ulsan, 44919, Republic of Korea · Munich Institute of Robotics and Machine Intelligence (MIRMI), Technical University of Munich (TUM), Germany

  23. CLARE: Scalable Class-Incremental Continual Learning via a Sparsity-Based Framework

    Sep 15, 2026Yunxiang Fu, Meng Lou, Zicheng Liao +1Replay-Based Continual LearningClass-Incremental Learning

    School of Computing and Data Science, The University of Hong Kong · Hong Kong Generative AI Research and Development Center

  24. Sylvas: Synergistic Learning Value based Device Scheduling in Federated Continual Learning

    Sep 14, 2026Yuxuan Sun, Yuxuan Bai, Tan Chen +2Federated LearningReplay-Based Continual Learning

    School of Electronic and Information Engineering, Beijing Jiaotong University, Beijing 100044, China · Department of Electronic Engineering, Tsinghua University, Beijing 100084, China, and the Beijing National Research Center for Information Science and Technology

  25. LifeMem: Enabling Lifelong Experience Reuse for LLM Agents

    Sep 14, 2026Yuli Qiu, Yutong Li, Wei Su +5Long-Term Agent MemoryLarge Language Model Agents

    School of Computer Science and Technology, Beijing Institute of Technology · School of Computer Science and Engineering, Beihang University · Research Center for Social Computing and Interactive Robotics, Harbin Institute of Technology +1

  26. When Synthetic Data Hurts: On Catastrophic Forgetting in Skill Retrieval for LLM Agents

    Sep 12, 2026Syed Shariyar Murtaza, Yifan Nie, Utkarsh Soni +2Synthetic Training DataSkills

    Manulife, 200 Bloor St E, Toronto, ON M4W 1E5, Canada

  27. One Adapter, Many Tasks: Task-Conditioned Feature Transformations for Continual Learning

    Aug 31, 2026Yunxiang Fu, Meng Lou, Yizhou YuClass-Incremental LearningContinual Learning

    School of Computing and Data Science The University of Hong Kong

  28. The Sequential Price of Continual Learning

    Aug 30, 2026Zonghuan Xu, Xingjun MaReplay-Based Continual LearningContinual Learning

    Institute of Trustworthy Embodied AI, Fudan University, Shanghai, China · Shanghai Key Laboratory of Multimodal Embodied AI, Shanghai, China

  29. Harness Continual Learning: Continual Adaptation Beyond Model Parameters

    Aug 19, 2026Borui Kang, Jinrui Gu, Junhan Lv +3Replay-Based Continual LearningContinual Learning

    State Key Laboratory for Novel Software Technology, Nanjing University, China · University of Wollongong, Australia

  30. What to Preserve, Where to Adapt: A Depth-Wise Analysis of Forgetting in Continual Gynecological Image Segmentation

    Aug 13, 2026Amal Saqib, Tausifa Jan Saleem, Numan Saeed +1Catastrophic ForgettingContinual Learning

    Mohamed bin Zayed University of Artificial Intelligence (MBZUAI), Abu Dhabi, UAE

  31. Mind the Context: Continual Learning of Socially Appropriate Robot Actions via Environmental-Social Disentanglement

    Aug 13, 2026Rafal Robert Karpinski, Fethiye Irmak Dogan, Nikhil Churamani +4Scalable Robot LearningRobot Systems

    Utrecht University, Utrecht, The Netherlands · Department of Computer Science and Technology, University of Cambridge, UK

  32. Sustaining Plasticity via Learnable Wavelet Activations in Continual Learning

    Aug 13, 2026Zeyang Zhang, Tieliang Gong, Junyan Lu +1Replay-Based Continual LearningContinual Learning

    School of Computer Science and Technology, Xi’an Jiaotong University and Institute of Multimedia Knowledge Fusion and Engineering, Xi’an 710049, China

  33. Drift and Dependence: Layer-wise Information-Theoretic Bounds for Replay-Based Continual Learning

    Aug 12, 2026Tieliang Gong, Zhongbo Zhang, Wen Wen +1Replay-Based Continual LearningContinual Learning

    Tieliang Gong, Zhongbo Zhang and Wen Wen are with the School of Computer Science and Technology, Xi’an Jiaotong University, China · Yong-Jin Liu is with Department of Computer Science and Technology, Tsinghua University, China

  34. Macaron-V1: Towards Open Continual Learning with Self-Improvement and Mixture-of-LoRA

    Aug 10, 2026Mind Lab, :, Vin Bo +74Replay-Based Continual LearningMixture-Of-Agents

  35. Hyperbolic Multimodal Continual Learning

    Aug 10, 2026Jiahong Liu, Ming Shen, Xiaohao Liu +4Hyperbolic LearningReplay-Based Continual Learning

    Department of Computer Science and Engineering, The Chinese University of Hong Kong, Hong Kong, China · School of Computing, National University of Singapore, Singapore · Department of Computer Science, Yale University, New Haven, CT, United States +1

  36. Catastrophic Forgetting in Continual Reinforcement Learning

    Aug 9, 2026Emma GrahamCatastrophic ForgettingForgetting

    UCL · Machine Learning MSc · [cs.LG]

  37. Continual Learning in Transition

    Aug 6, 2026Zhiyan Hou, Dan Zhang, Tao Feng +11Continual LearningParameter-Efficient Adaptation

    Institute of Automation, Chinese Academy of Sciences · School of Artificial Intelligence, University of Chinese Academy of Sciences · National University of Singapore +2

  38. Continual-Learning Physics-Informed Neural Networks for Parameterized Partial Differential Equations

    Aug 5, 2026Xujia Chen, Xinyue Hu, Letian Chen +2Parametric Physics-Informed Neural NetworkPartial Differential Equations

    Department of Automation, Tsinghua University, Beijing, 100084, China

  39. NeuMoSync: End-to-End Neuromodulatory Control for Plasticity and Adaptability in Continual Learning

    Aug 5, 2026Seyed Roozbeh Razavi Rohani, Khashayar Khajavi, Wesley Chung +2Replay-Based Continual LearningPlasticity

    Department of Computer Science Simon Fraser University · Department of Computer Science McGill Univeristy, Mila - Quebec AI Institute

  40. ATLAS: Adaptive Topological Learning with Abstract Successors for Continual Learning

    Aug 5, 2026R. Blake Lawlor, Daniel S. BrownModel-Free Reinforcement LearningSuccessor Representations

    1Kahlert School of Computing, University of Utah

  41. Design-Time Optimization of Deep Neural Networks for Intermittent Learning on Microcontrollers

    Aug 4, 2026Jakob Schubert, Maximilian Kasper, Maximilian Linke +5Neural Network InferenceCortex

    Fraunhofer Institute for Integrated Circuits IIS, Nürnberg, Germany · Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Erlangen, Germany · Ruhr University Bochum (RUB), Bochum, Germany +2

  42. UCBound-Net: Uncertainty-Guided Boundary-Aware Continual Learning for Domain-Incremental Ultrasound Segmentation

    Aug 2, 2026Mohammad Amanour RahmanSemi-Supervised Medical Image SegmentationReplay-Based Continual Learning

    Ahsanullah University of Science and Technology, Dhaka, Bangladesh

  43. Plasticity of Growing and Elastic Neural Networks in Online Continual Learning

    Aug 2, 2026Jeong Min Kong, Richard S. SuttonPlasticityReplay-Based Continual Learning

    Department of Electrical and Computer Engineering University of California, Los Angeles (UCLA) · Department of Computing Science University of Alberta Alberta Machine Intelligence Institute (Amii)

  44. Two-Stage Bengali Sentiment Classification: Domain Adaptation Through Continual Learning and Parameter-Efficient Fine-Tuning

    Aug 2, 2026MD Shaikh Rahman, Syed Maudud E Rabbi, Muhammad Mahbubur RashidDomain-Adapted DiffusionBangla

    Department of Computer Science Universiti Sains Malaysia Pulau Pinang, Malaysia · Department of Computer Science Baruch College New York New York, USA · Department of Mechatronics Engineering International Islamic University Malaysia Kuala Lumpur, Malaysia

  45. SphereVideo: Prototype-anchored Hyperspherical Boundary for Continual AI-generated Video Detection

    Aug 2, 2026Fei Li, Yue Yu, Yuran Wang +3Ai-Generated Video DetectionSphere

    Fudan University Shanghai, China · Peking University Beijing, China

  46. Relative Parameter Importance in Task-Agnostic Replay-Free Continual Learning

    Aug 1, 2026Malavika Suresh, Ikechukwu Nkisi-Orji, Nirmalie WiratungaReplay-Based Continual LearningContinual Learning

    Robert Gordon University

  47. Unleashing the Potential of Large Language Models: A Blueprint for Real-Time, Enterprise-Ready Deployments

    Aug 1, 2026Muhammad Faizan Raza, Shuo, Yang +2Real-Time SystemsContinual Learning

    Luna · ¹ Penn State Great Valley, Malvern, PA 19355, USA · ² Penn State Brandywine, Media, PA 19063, USA +1

  48. TOOD: Task-Aware Out-of-Distribution Score Calibration for Continual Learners

    Jul 31, 2026Mostafa ElAraby, Samer B. Nashed, Liam PaullOut-Of-Distribution DetectionOut-Of-Distribution

    DIRO, Mila - Quebec AI Institute · Universit´e de Montr´eal · Montreal, Canada +1

  49. The Art of Not Forgetting A Local Learning Architecture for Continual Learning

    Jul 29, 2026Ashmith Atmuri, Yashaswini Rao BhogarajulaCatastrophic ForgettingReplay-Based Continual Learning

    Arkadhi Research

  50. Regularizing modality contribution drift in multimodal continual learning

    Jul 29, 2026Zhen Zhang, Jielei Chu, Bin Liu +1Multimodal LearningContinual Learning

    School of Computing and Artificial Intelligence, Southwest Jiaotong University

  51. Calibrated Partial Resets: Preventing Policy Collapse in Continual Reinforcement Learning

    Jul 27, 2026Luc McCutcheon, Evangelos Chatzaroulas, Saber FallahReplay-Based Continual LearningPlasticity

    Department of Mechanical Engineering, University of Surrey, United Kingdom · Department of Computing Science, University of Surrey, United Kingdom

  52. Latent-LoRA: Compact Latent-Space Adapters with Gradient-Free Routing for Continual Learning

    Jul 26, 2026Reza Rahimi Azghan, Gautham Krishna Gudur, Giulia Pedrielli +2Replay-Based Continual LearningCatastrophic Forgetting

    College of Health Solutions, Arizona State University, Phoenix, Arizona, USA · Department of Electrical and Computer Engineering, The University of Texas at Austin, Austin, Texas, USA · School of Computing and Augmented Intelligence, Arizona State University, Tempe, Arizona, USA +1

  53. Learning on the Job: Continual Learning from Deployment Feedback for Frozen-Weights Agents

    Jul 24, 2026Valentin Tablan, Scott Taylor, Kristoffer BernhemContinual LearningFeedback

    The Memory Company

  54. FSE: Continual Learning for Named Entity Recognition by Fast-Slow Experts

    Jul 24, 2026Yunan Zhang, Yang Fan, Heng Li +2Named-Entity RecognitionReplay-Based Continual Learning

    School of Computer Science and Technology, Harbin Institute of Technology, Shenzhen, Guangdong, China

  55. Extreme-RGMT: Continual Learning of Highly Dynamic Skills for Robust Generalist Humanoid Control

    Jul 22, 2026Yubiao Ma, Han Yu, Kai Guo +5Full-Body Humanoid ControlWhole-Body

    School of Automation, Beijing Institute of Technology, Beijing 100081, China. · Humanoid Robotics (Shanghai) Co., Ltd., Shanghai 201203, China. · School of Mechanical Engineering, Shandong University, Jinan 250061, China.

  56. Gimbal-Based Human Tracking for Companion Robots Using Continual Learning

    Jul 22, 2026Cong-Thanh Vu, Ching-Chieh Liu, Yen-Chen LiuMulti-Object TrackingCamera

    Department of Mechanical Engineering, National Cheng Kung University (NCKU), Tainan 70101, Taiwan

  57. Leveraging ECRAM for Edge Continual Learning

    Jul 22, 2026Nabila Tasnim, Haoran Liu, Qing Cao +1Replay-Based Continual LearningEdge Devices

    University of Illinois Urbana-Champaign

  58. Code Division Modulation Layers Against Forgetting and Inference in Continual Gait Identification

    Jul 21, 2026Simone MilaniReplay-Based Continual LearningContinual Learning

    Department of Information Engineering, University of Padova, Padova, Italy

  59. Rethinking Quantum Continual Learning with Quantum Fisher Information

    Jul 17, 2026Yu-Chao Hsu, Yu-Cheng Lin, Tai-Yue Li +2Replay-Based Continual LearningFisher Information Matrix

    School of Electrical Engineering, Korea Advanced Institute of Science and Technology (KAIST), 291 Daehak-ro, Yuseong-gu, Daejeon 34141, Republic of Korea · Department of Electrophysics, National Yang Ming Chiao Tung University, Hsinchu 300092, Taiwan. · National Center for High-Performance Computing , National Institutes of Applied Research (NIAR), Hsinchu 300092, Taiwan

  60. Rethinking Transfer in Continual Learning: A Replay-Based Realisation

    Jul 17, 2026Yang Meng, Zhenya Liu, Zhuokai Zhao +1Replay-Based Continual LearningContinual Learning

    Department of Computer Science, University of Chicago