Class-Incremental Learning

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19 papers in the last four weeks, up 217% on the four weeks before. 0.2% of all new papers.

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  1. What Must Replay Preserve? Separating Correctable Bias from Class Correspondence

    Oct 5, 2026BoRen Deng, Xiangyue Ma, Chenglong Li +1Class-Incremental Learning

    Beijing University of Posts and Telecommunications · Beihang University · Beijing University of Technology

  2. Dynamic LoRA-Experts and Prototype-Ensemble Matching for Class-Incremental Learning

    Sep 30, 2026Hongwei Zhao, Rui Liu, Yansong LiuClass-Incremental LearningLayer-Selective Rehearsal Strategy

    School of Computer Science and Engineering, Beihang University

  3. Hyperbolic Prototype Routing for Rehearsal-Free Class-Incremental Learning

    Sep 30, 2026HongWei Zhao, Rui Liu, Yong ChenClass-Incremental LearningLearnable Prototypes

    Beihang University · Beijing University of Posts and Telecommunications

  4. Decoupled and Distilled: Task-Adaptive LoRA-Teachers with Ensemble Knowledge Transfer for Few-Shot Class-Incremental Learning

    Sep 30, 2026Hongwei Zhao, Rui Liu, Yansong Liu +2Class-Incremental LearningFew-Shot Learning

    School of Computer Science and Engineering, Beihang University · School of Computer Science, Beijing University of Posts and Telecommunications

  5. Visual Branch is What You Need for CLIP-based Class-Incremental Learning

    Sep 29, 2026Tao Hu, Zhen-Hao Xie, Jingcai Guo +2Class-Incremental LearningSimilarity and Metrics

    School of Artificial Intelligence, Nanjing University · State Key Laboratory for Novel Software Technology, Nanjing University · Hong Kong Polytechnic University

  6. 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

  7. Dual-Mode Low-Rank Learner with Bridge-Prototype Ensemble for Vision-Language Class-Incremental Learning

    Sep 29, 2026Chiyuan He, Zihuan Qiu, Fanman Meng +5Class-Incremental LearningImage-Text Alignment

    University of Electronic Science and Technology of China, Chengdu, China · Qiyuan Lab, Beijing, China

  8. Online Versatile Incremental Learning: Towards Class and Domain-Agnostic Adaptation at Any Time

    Sep 29, 2026Jae-Ho Lee, Min-Yeong Park, Jun-Yeong Moon +2Class-Incremental LearningDomain Adaptation

    Korea University, Seoul, Republic of Korea · Kyung Hee University, Yongin, Republic of Korea

  9. 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

  10. Domain-Incremental Learning for Generative Speech Enhancement

    Sep 28, 2026Manjunath Mulimani, Annamaria Mesaros, Minje Kim +1Speech EnhancementClass-Incremental Learning

    Aalborg University, Department of Electronic Systems, Denmark · Tampere University, Signal Processing Research Centre, Finland · University of Illinois Urbana-Champaign, Siebel School of Computing and Data Science, USA

  11. Distribution-Conditioned Task Routing for Class-Incremental Learning

    Sep 28, 2026Longhuan Xu, Zhipeng Zhou, Wei Ji +3Class-Incremental LearningSubspace

    Nanjing University · Nanyang Technological University · Shanghai Jiao Tong University

  12. A Lightweight Plastic-Memory Framework for Graph Few-Shot Class-Incremental Learning

    Sep 22, 2026Zihan Mei, Zhili Qin, Tongze Zhang +3Class-Incremental LearningFew-Shot Learning

    University of Electronic Science and Technology of China

  13. MECAIL: Communication-Aware Incremental Learning for Object Detection with 14.6 KB Spatiotemporal Experts

    Sep 21, 2026Matthias Neuwirth-Trapp, Maarten Bieshaar, Danda Paudel +3Edge DevicesClass-Incremental Learning

    ETH Zurich, Zurich, Switzerland. · Bosch Research, Hildesheim, Germany. · INSAIT, Sofia University “St. Kliment Ohridski”, Sofia, Bulgaria.

  14. ReDIL-GNN: Resynthesis Domain Incremental Learning for Circuit Graph Neural Networks

    Sep 16, 2026Rupesh Raj Karn, Johann Knechtel, Ozgur SinanogluDifferentiable Logic Gate NetworksGnn-Based Detectors

    Center for Cyber Security, New York University, Abu Dhabi, UAE.

  15. 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

  16. Investigating catastrophic forgetting in sound event classification

    Sep 12, 2026Riccardo Casciotti, Annamaria MesarosClass-Incremental LearningCatastrophic Forgetting

    Signal Processing Research Center Tampere University Tampere, Finland

  17. Diffusion Models and Concept Formation

    Sep 11, 2026Zekun Wang, Karthik Singaravadivelan, Christopher J. MacLellanDiffusion ModelsHierarchical

    College of Computing, Georgia Institute of Technology, Atlanta, GA 30332 USA

  18. Domain-Incremental Learning for Multi-Channel Replay Speech Detection

    Sep 11, 2026Michael NeriSpeakerClass-Incremental Learning

    Faculty of Information Technology and Communication Sciences, Tampere University, Tampere, Finland

  19. Learning Orthogonal Multi-Index Models Beyond Small Initialization: Incremental Learning, Competitive Dynamics and Symmetry

    Sep 11, 2026Mo Zhou, Weihang Xu, Simon S. Du +1Two-Layer Neural NetworksClass-Incremental Learning

    University of Washington · Amazon, Inc.

  20. Hyperbolic Geometry for Open-World Object Detection in Remote Sensing Imagery

    Sep 10, 2026Wuzhou Li, Jiawei Zhou, Shenghang Wang +1Remote SensingObject Detection

    School of Computer Science and Artificial Intelligence, Wuhan Textile University, Wuhan 430072, China · Electronic Information School, Wuhan University, Wuhan 430072, China · Electrical and Computer Engineering, Ohio State University, Columbus, OH, USA +1

  21. Local Updates, Global Learning (LUGL): Playing Games with non-incremental Learners

    Sep 3, 2026David Milec, Spyridon Samothrakis, Michael Fairbank +1Singular Learning TheoryImperfect-Information Games

    Faculty of Electrical Engineering, Czech Technical University in Prague, Prague, Czech Republic · School of Computer Science and Electronic Engineering, University of Essex, Colchester, United Kingdom · Maastricht University, the Netherlands

  22. 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

  23. Knowing Beyond the Known: Reinforced Knowledge Specification for Multi-Label Class-Incremental Learning

    Aug 31, 2026Aoting Zhang, Dongbao Yang, Chang Liu +3Class-Incremental LearningCatastrophic Forgetting

    Institute of Information Engineering, Chinese Academy of2026 Sciences, Beijing, 100085, China · School of Cyber Security, University of Chinese Academy ofAug Sciences, Beijing, 101408, China · Nankai University, Tianjin, 300350, China +1

  24. SELECT: SELEctive Context Transfer for Class-Incremental Semantic Segmentation

    Aug 31, 2026Avi Gupta, Saurabh Yadav, Koteswar Rao Jerripothula +1Efficient Semantic SegmentationClass-Incremental Learning

    IIIT Delhi · Microsoft, India · IIT Kanpur +1

  25. BPG: Balancing Plasticity and Generalization for Domain Incremental Learning

    Aug 11, 2026Qiang Wang, Songlin Dong, Shaokun Wang +5Class-Incremental LearningMultimodal Domain Generalization

    College of Artificial Intelligence, Xi’an Jiaotong University, Xi’an, China · Shenzhen University of Advanced Technology, Shenzhen, China · Harbin Institute of Technology, Shenzhen, China +1

  26. Quantum Incremental Learning with Mixed State Prototypes

    Aug 11, 2026Yu Wu, Qianli Zhou, Xinyang Deng +3Quantum Neural NetworksClass-Incremental Learning

    School of Electronics and Information, Northwestern Polytechnical University, Xi’an, 710072, China · School of Computer Science and Technology, Northwestern Polytechnical University, Xi’an, 710072, China · School of Physical and Mathematical Sciences, Nanyang Technological University, Singapore 637371 +5

  27. AdapterMoE: A Two-Stage Hard-Routing Mixture-of-Experts Architecture for Multi-Crop Disease Recognition with Calibrated Rejection and Incremental Learning

    Aug 9, 2026Pin-Hsun Huang, Shaou-Gang MiaouLeaf Disease ClassificationClass-Incremental Learning

    Department of Electronic Engineering, Chung Yuan Christian University, Taoyuan, Taiwan

  28. NeuroGuard: Neural Gradient Update Aware of Representation Damage

    Aug 8, 2026Taigo Sakai, Kazuhito HottaClass-Incremental LearningBalanced Learning

    Meijo University, 1-501 Shiogamaguchi, Tempaku-ku, Nagoya 468-8502, Japan

  29. STAIL: Semantic Text-Anchored Incremental Learning for Medical Imaging via Large Language Models

    Aug 6, 2026Songpan Gao, Yajie Zhang, Guanxing Chen +9Medical ImagesClass-Incremental Learning

  30. MAGIC-SSCIL: Manifold Anchoring and Geometric Incremental Calibration for Semi-Supervised Class Incremental Learning

    Aug 5, 2026Yousef Abdi, Mohammad Asadpour, Yousef SeyfariClass-Incremental LearningPlasticity

    Faculty of Electrical and Computer Engineering, Universityof Tabriz, Tabriz, Iran · Faculty of Engineering, University of Maragheh, Maragheh,Iran

  31. AdaHAT: Adaptive Hard Attention to the Task in Task-Incremental Learning

    Aug 2, 2026Pengxiang Wang, Hongbo Bo, Jun Hong +2Class-Incremental LearningCatastrophic Forgetting

    School of Mathematical Sciences, Peking University, Beijing, China · Population Health Sciences Institute, Newcastle University, Newcastle, UK · School of Engineering Mathematics and Technology, University of Bristol, Bristol, UK +1

  32. Breaking the Synthetic-Real Domain Shortcut for Training-Free Generative Replay-based Class Incremental Learning

    Jul 25, 2026Tao Zhang, Qixuan Fan, Yiyuan Liang +7Class-Incremental LearningSynthetic-To-Real Domain Gap

    Huazhong University of Science and Technology, Wuhan, China · State Key Laboratory of Multispectral Information Intelligent Processing Technology, Wuhan, China · University of Science and Technology of China, Anhui, China +1

  33. Spectral-Aware Analytic Class-Incremental Learning for Long-Tailed Distributions

    Jul 24, 2026Quyen Tran, Hai Nguyen, Quan Dao +4Class-Incremental LearningRegularization

    1Rutgers University · 2Tuft University · 3HUST +1

  34. Alleviating Regional Shortcuts for Few-Shot Class-Incremental Learning

    Jul 24, 2026Haichen Zhou, Yazhe Lyu, Yixiong Zou +2Class-Incremental LearningFew-Shot Learning

    School of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan 430074, China

  35. TypiCore: A Hybrid Active Query Strategy for Class-Incremental Learning on Time Series

    Jul 20, 2026Gabor Szucs, Samuel Jacsev, Marcell Nemeth +2Class-Incremental LearningLabel Propagation

    Department of Telecommunications and Artificial Intelligence, Budapest University of Technology and Economics, Budapest, Hungary. · Department of Information Engineering, University of Padua, Padua, Italy.

  36. Miles: Metric Learning with Expandable Subspace for Pre-Trained Model-Based Class-Incremental Learning

    Jul 20, 2026Kai Jiang, Zisong Lin, Hongyuan Zhang +2Class-Incremental LearningMeta-Learning

    National Key Laboratory of Radar Signal Processing, Xidian University, Xi’an 710071, China · The University of Hong Kong, Hong Kong SAR, China · Institute of Artificial Intelligence (TeleAI) of China Telecom, China

  37. Symbiosis-Inspired Knowledge Distillation for Incremental Object Detection

    Jul 15, 2026Mingyue Zeng, De Cheng, Zhipeng Xu +3Class-Incremental LearningIntra-Class

    State Key Laboratory of Integrated Services Networks, School of Telecommunications Engineering, Xidian University, Xi’an, China · School of Electronic Engineering, Xidian University, Xi’an, China

  38. Domain-Incremental Remote Sensing Change Detection via Difference-Guided Adaptation and Frequency-Decoupled Distillation

    Jul 14, 2026Daifeng Peng, Yaning Li, Haiyan GuanChange DetectionClass-Incremental Learning

    School of Remote Sensing and Geomatics Engineering, Nanjing University of Information Science and Technology, Nanjing 210044, China

  39. Few-Shot Domain Incremental Learning via Continual Vision-Language Consolidation

    Jun 29, 2026Naeem Paeedeh, Mahardhika Pratama, Wolfgang Mayer +3Vision-Language Model AdaptationClass-Incremental Learning

    School of Computer Science and IT, Adelaide University, Australia. · Faculty of Engineering and IT, University of Technology Sydney (UTS), Australia · School of Artificial Intelligence and Computer Science, Nantong University, China +1

  40. Prototype Latent World Model Replay for Class-Incremental Learning

    Jun 28, 2026Weizhi Nie, Hui Wang, Weijie Wang +1Class-Incremental LearningLearnable Prototypes

    Tianjin University

  41. Fisher-Routed Mixture of Experts for Federated Class-Incremental Learning

    Jun 27, 2026Wenhao Yuan, Chenchen Lin, Jian Chen +3Federated LearningClass-Incremental Learning

    Department of Electrical and Computer Engineering, The University of Hong Kong, Hong Kong SAR, China · School of Artificial Intelligence, Sun Yat-sen University, China.

  42. Data-Free Reservoir Features for Efficient Long-Horizon Cold-Start Continual Learning

    Jun 25, 2026Augustinas Jučas, Yangchen PanClass-Incremental LearningReplay-Based Continual Learning

    Department of Computer Science University of Oxford · Department of Engineering Sciences University of Oxford

  43. Geometry-Anchored Transport Framework for Exemplar-Free Class-Incremental Learning

    Jun 24, 2026Hongye Xu, Bartosz KrawczykClass-Incremental LearningGeometric Machine Learning

    Chester F. Carlson Center for Imaging Science, Rochester Institute of Technology, Rochester, NY 14623, USA

  44. C^2GR: Coupled Comprehensive Generative Replay for a Continually Learnable Universal Segmentation Model

    Jun 22, 2026Wei Li, Jingyang Zhang, Guoan Wang +4U-NetSemantic Segmentation

    Shanghai Jiao Tong University · Southeast University · Stevens Institute of Technology +2

  45. Incremental Learning in Mirror Flows

    Jun 22, 2026Raphaël Berthier, Loucas Pillaud-VivienMirror DescentClass-Incremental Learning

    Sorbonne Université, Inria, Centre Inria de Sorbonne Université, Paris, France · CERMICS, CNRS, ENPC, Institut Polytechnique de Paris, Marne-la-Vallée, France

  46. Domain-incremental audio classification using domain-specific experts and prototype classifier

    Jun 22, 2026Jongyeon Park, Do-Hyeon Lim, Sang-won Park +4Class-Incremental Learning

    Dept. of AI Convergence, Gwangju Institute of Science and Technology, Gwangju 61005, Korea · Dept. of EECS, Gwangju Institute of Science and Technology, Gwangju 61005, Korea · AI Lab., R&D Center, Hanwha Vision, Seongnam-si, Gyeonggi-do 13488, Korea

  47. When Generator Replay Degrades: Projected Rehearsal Orchestration for Heterogeneous Federated Class-Incremental Learning

    Jun 14, 2026Thinh T. H. Nguyen, Khoa D. Doan, Binh T. Nguyen +2Class-Incremental LearningLayer-Selective Rehearsal Strategy

    VinUniversity, Hanoi, Vietnam · VNU-HCM, University of Science, Ho Chi Minh City, Vietnam · Technische Universität Berlin, Germany

  48. MOSAIC: Modality-Specific Adaptation for Incremental Continual Learning in Parkinson's Disease Gait Assessment

    Jun 11, 2026Minlin Zeng, Zhipeng Zhou, Yang Qiu +2Replay-Based Continual LearningClass-Incremental Learning

    Nanyang Technological University, Singapore · Pacific Parkinson’s Research Centre, University of British Columbia, Canada

  49. ECA: Efficient Continual Alignment for Open-Ended Image-to-Text Generation

    Jun 10, 2026Jiangtao Kong, Peijun Zhao, Chun-Fu Chen +4Distributional AlignmentClass-Incremental Learning

    Department of Computer Science, William & Mary, Virginia, USA · Global Technology Applied Research, JPMorgan-Chase, USA · Mohamed bin Zayed University of Artificial Intelligence, Masdar City, Abu Dhabi

  50. Listen, Look, and Learn: Learning Without Forgetting through SAM-Audio

    Jun 9, 2026Avi Gupta, Nilotpal Sinha, Vishnu Raj +4Class-Incremental LearningCatastrophic Forgetting

    IIIT Delhi · Dolby Laboratories · IIT Kanpur +1

  51. HydraCIL: Decoupled Class-Incremental Learning through Prototype-Guided Multi-Head Classifiers

    Jun 8, 2026Daniel Vila-Cruz, Laura Morán-Fernández, Verónica Bolón-CanedoClass-Incremental LearningContinual Learning

    Universidade da Coruña CITIC A Coruña, Spain

  52. Revisiting Prototype Rehearsal for Exemplar-Free Continual Learning: Manifold-Aware Boundary Sampling with Adaptive Class-Balanced Loss

    Jun 4, 2026Hongye Xu, Bartosz KrawczykClass-Incremental LearningLearnable Prototypes

    Chester F. Carlson Center for Imaging Science Rochester Institute of Technology

  53. Two-Way Is Better Than One: Bidirectional Alignment with Cycle Consistency for Exemplar-Free Class-Incremental Learning

    Jun 4, 2026Hongye Xu, Bartosz KrawczykClass-Incremental LearningContinual Learning

    Chester F. Carlson Center for Imaging Science · Rochester Institute of Technology

  54. Optical-Guided Neural Collapse for SAR Few-Shot Class Incremental Learning

    Jun 3, 2026Fan Zhang, Sijin Zheng, Fei Ma +4Synthetic Aperture RadarClass-Incremental Learning

    School of Information Science and Technology, Beijing University of Chemical Technology, Beijing 100029, China · School of Information Science and Technology and the Interdisciplinary Research Center for Artificial Intelligence, Beijing University of Chemical Technology, Beijing 100029, China · Beihang University, Beijing 100191, China +1

  55. OLIVE: Online Low-Rank Incremental Learning for Efficient Adaptive Exoskeletons

    Jun 3, 2026Dong Liu, Yanxuan Yu, Ben Lengerich +2ExoskeletonAgile Locomotion

    University of California, Los Angeles Los Angeles, California, USA · Columbia University New York, New York, USA · University of Wisconsin-Madison Madison, Wisconsin, USA +1

  56. Weakly Supervised Incremental Segmentation via Semantic Anchors and Spatial Arbitration

    Jun 2, 2026Zhonggai Wang, Kai Fang, Guangyu GaoEfficient Semantic SegmentationClass-Incremental Learning

    School of Computer Science and Technology, Beijing Institute of Technology, Beijing, China

  57. Combining Statistical Features and Deep Encodings for Rehearsal-Based Class-Incremental Time Series Classification

    Jun 2, 2026Pablo García-Santaclara, Bruno Fernández-Castro, Rebeca Pilar Díaz-RedondoTime-Series ClassificationClass-Incremental Learning

    atlanTTic – ICLAB, Universidade de Vigo, Vigo 36310, Spain · Centro Tecnolóxico de Telecomunicacións de Galicia (GRADIANT), Vigo 36214, Spain

  58. Beyond Classification: Dynamic Adapter Routing for Continual Multimodal Retrieval

    May 29, 2026Alicja Dobrzeniecka, Filip Szatkowski, Sebastian Cygert +2Multimodal RetrievalVision-Language Model Adaptation

    NASK National Research Institute · IDEAS Research Institute Warsaw University of Technology · Warsaw University of Technology +2

  59. Remembering by Reconstructing: Domain Incremental Learning With Test-Time Training on Video Streams

    May 29, 2026Jonathan Swinnen, Tinne TuytelaarsClass-Incremental LearningStreaming Video

    ESAT, KU Leuven, Leuven, Belgium

  60. Joint Angle Estimation with Customized Wristband Based on Online Incremental Learning

    May 28, 2026Shuo Wang, Xiaobin Chen, Xiaoming TaoWristUncertain Joint Stiffness

    Research Institute for Intelligent Wearable Systems, The Hong Kong Polytechnic University, Kowloon, Hong Kong.