Continual Learning

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Period ending 2026-09-21

14 new papers

A weekly snapshot of new work published in Continual Learning.

Period ending 2026-09-14

11 new papers

A weekly snapshot of new work published in Continual Learning.

Period ending 2026-09-07

8 new papers

A weekly snapshot of new work published in Continual Learning.

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620 papers

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

    Jul 24, 2026Valentin Tablan, Scott Taylor, Kristoffer BernhemContinual Learning MethodsAgentic Reinforcement-Learning Framework

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

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

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

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

  4. NeuroSynth: A Biologically Inspired Continual Reinforcement Learning Architecture for Mitigating Catastrophic Forgetting

    Jul 24, 2026Yash KiniCatastrophic ForgettingEpisodic Experiences

  5. MA-DAR: Manifold-Aligned Dynamic Adaptive Routing for Continual Temporal Knowledge Graph Reasoning

    Jul 24, 2026Xiangjun Shi, Chong Mu, Jinchuan Zhang +3Temporal Knowledge GraphsEfficient Continual Learning

  6. Gradient Concentration, Not Weight Saliency, Explains Representation-Level Class Unlearning

    Jul 23, 2026Billel Habbati, Alessio Merlo, Luca Verderame +1Several Approximate Unlearning StrategiesCatastrophic Forgetting

  7. Learning to Access Computation: Accessibility Plasticity as a Principle of Adaptive Intelligence

    Jul 23, 2026Zhaowen FanPlasticityPrinciples

  8. Naju: A Native Discrete State-Space Model with Independent Retention and Writing for Long-Sequence Memory

    Jul 23, 2026Hyuk Lim, Seunghyun YoonRecurrent StateLong-Term Memory

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

    Jul 22, 2026Yubiao Ma, Han Yu, Kai Guo +5Long-Tail Humanoid Whole-Body ControlMotor Skills

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

    Jul 22, 2026Cong-Thanh Vu, Ching-Chieh Liu, Yen-Chen LiuMulti-Object TrackingHuman Motion Generation

  11. The World Model Remembers, the Actor Forgets: Dream Rehearsal for Continual Model-Based RL

    Jul 22, 2026Gurp NijjerCatastrophic ForgettingLatent World Models

  12. Leveraging ECRAM for Edge Continual Learning

    Jul 22, 2026Nabila Tasnim, Haoran Liu, Qing Cao +1Efficient Continual LearningEdge Computing

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

    Jul 21, 2026Simone MilaniEfficient Continual LearningContinual Learning Methods

  14. The Art of Not Forgetting

    Jul 20, 2026Ashmith Atmuri, Akshay Kumar, Yashaswini Rao BhogarajulaCatastrophic ForgettingBackpropagation

  15. PRIME: Plasticity Recovery in Multi-Agent Environments for UAV-Assisted Emergency Communication Networks

    Jul 20, 2026Wen Qiu, Zhiqiang He, Wei Zhao +1Multi-Agent Reinforcement LearningPlasticity

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

    Jul 20, 2026Kai Jiang, Zisong Lin, Hongyuan Zhang +2Domain Incremental LearningModel Pretraining

  17. Orthogonal Knowledge Refreshing for Domain-Incremental Object Detection

    Jul 19, 2026Aoting Zhang, Dongbao Yang, Chang Liu +3Domain Incremental LearningDomain Adaptation

  18. InfoDense: Density-Aware Regional Decisive Replay for Memory-Efficient Incremental Face Forgery Detection

    Jul 18, 2026Jikang Cheng, Hao Shen, Xueyi Zhang +4Face Forgery DetectionForgeries

  19. Pick-to-Learn Calibration of an MPC Policy for an Origin-to-Destination Flight Problem

    Jul 17, 2026Marco C. Campi, Simone GarattiModel Predictive ControlControl System Operator Learning

  20. Rethinking Quantum Continual Learning with Quantum Fisher Information

    Jul 17, 2026Yu-Chao Hsu, Yu-Cheng Lin, Tai-Yue Li +2Continual Learning MethodsFisher Information

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

    Jul 17, 2026Yang Meng, Zhenya Liu, Zhuokai Zhao +1Efficient Continual LearningContinual Learning Methods

  22. Towards Human-like Physical Intelligence: LifelongVision-Language-Action Learning for Robotic Manipulation

    Jul 16, 2026Yao He, Gan Sun, Wenqi Liang +2Efficient Vision-Language-Action ModelsGeneralizable Robotic Manipulations

  23. Gate-Zero Growth: A Geometric Framework for Function-Preserving Continual Learning

    Jul 16, 2026Dante LokCatastrophic ForgettingContinual Learning Methods

  24. Breaking the Model Forgetting Cycle in Long-Incremental 3D Object Detection

    Jul 16, 2026Peisheng Qian, Jie Xu, Xulei Yang +13D Object DetectionDomain Incremental Learning

  25. Do Agent Optimizers Compound? A Continual-Learning Evaluation on Terminal-Bench 2.0

    Jul 15, 2026Wenxiao Wang, Priyatham Kattakinda, Soheil FeiziAgentic OptimizationEfficient Continual Learning

  26. Long-term User Engagement Optimization through Model-agnostic Downstream Rewards Learning

    Jul 15, 2026Dingsu Wang, Filip Ryzner, Kelly He +12Recommender SystemsAnalytics

  27. Local Redundancy: An Information-Theoretic Measure of Plasticity from Synthetic Memorization

    Jul 15, 2026Jiaxuan ChengPlasticitySingular Learning Theory

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

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

  29. Traceback Translators Against Forgetting in Continual Fake Speech Detection

    Jul 14, 2026Enrico Gottardis, Mattia Tamiazzo, Simone MilaniAudio Deepfake DetectionForgetting

  30. Forgetful Attention: A Trainable Support-Vector Memory with Certified Selection and Exact Unlearning

    Jul 13, 2026Vishwajith RameshSoftmax AttentionForgetting

  31. Continual Learning with Elastic Regularization and Synthetic Replay for Federated MLLM Fine-Tuning

    Jul 13, 2026Jing Liu, Chenxuanyin Zou, Jiayang Ren +5Federated LearningMulti-Modal Large Language Models

  32. An Empirical Analysis of Continual Learning for Heterogeneous Medical Visual Question Answering

    Jul 13, 2026Mai A. Shaaban, Tausifa Jan Saleem, Alaa Mohamed +3Medical Visual Question AnsweringEfficient Continual Learning

  33. SymbOmni: Evolving Agentic Omni Models via Symbolic Concept Learning

    Jul 13, 2026Jinxiu Liu, Jianru Li, Tanqing Kuang +4Visual GenerationContinual Learning Methods

  34. Forgetting Our Way to Shared Meaning: Effects of Forgetting on Conceptual Alignment in a Non-Partnership Coordination Game

    Jul 13, 2026Landon Liu, Mary Kelly, Alan TsangEmergenceForgetting

  35. Unified Gradient Projection: Language-Balanced Continual Learning for Multilingual Low-Resource ASR

    Jul 13, 2026Ziang Ren, Guodong Lin, Yuchen Ai +2Multilingual Automatic Speech RecognitionSpeech Large Language Models

  36. CA-DGCL: Dynamic Graph Continual Learning via Condensation and Attachment

    Jul 13, 2026Tingxu Yan Ye YuanEfficient Continual LearningCatastrophic Forgetting

  37. Can a Language Model Learn Facts Continually in Its Weights?

    Jul 13, 2026Charles O'NeillLarge Language Model MemoryTraining Language Models

  38. Hybrid Continual Learning for Low-Resource Australian Aboriginal Language Identification

    Jul 11, 2026Pravina Mylvaganam, Ting Dang, Eliathamby Ambikairajah +2Efficient Continual LearningLow-Resource Languages

  39. UNIT: Unleash Large Language Models Potential for Graph Continual Learning

    Jul 11, 2026Tairan Huang, Yili Wang, Beibei Hu +4Efficient Continual LearningIndependent Anchor Network

  40. Creativity, honesty and designed forgetting emerge in small hyperbolic language models

    Jul 10, 2026Kwan Soo Shin, In Seok Kang, Yunkyung MinArtificial Intelligence CompanionsSmall Language Models

  41. Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem

    Jul 10, 2026Amit Peleg, Naman Deep Singh, Naama Pearl +2Large Language Model UnlearningUnlearning Aims

  42. Interference and Retention in Continual Learning

    Jul 10, 2026Julius StörkCatastrophic ForgettingContinual Learning Methods

  43. Structured Pruning of Large Language Models via Power Transformation and Sign-Preserving Score Aggregation with Adaptive Feature Retention

    Jul 9, 2026Ryota Kobayashi, Tsubasa Hirakawa, Takayoshi Yamashita +4Heterogeneous Pruning ScoresPruning

  44. When Does Continual Learning Require Learning

    Jul 8, 2026Anne Harrington, Nayan Saxena, Michael Murphy +7Continual Learning MethodsIn-Context Learning

  45. Search, Fail, Recover: A Training Framework for Correction-Aware Reasoning

    Jul 8, 2026Dmitry Beresnev, Vladimir Makharev, Roman Khalikov +2TrainabilityContinual Learning Methods

  46. Lifelong Representations: A Survey on Continual Self-Supervised Learning for Vision Models

    Jul 8, 2026Sergi Masip, Alicja Dobrzeniecka, Jonathan Swinnen +4Efficient Continual LearningSelf-Supervised

  47. Continual Learning With Participation Privacy: An Auditable Buffering-Aggregation Recipe

    Jul 8, 2026T-H. Hubert Chan, Elaine Shi, Mengshi Zhao +1Efficient Continual LearningAI Privacy Risks and Protection

  48. Intrinsic-Noise Consolidation: A Doob-Barrier-Conditioned Diffusion Turns Analog Device Noise into a Continual-Learning Resource

    Jul 8, 2026Gunner Levi HoweSynaptic PlasticityAnalog

  49. A Continual Learning Framework for Adaptive Control of Modular Soft Robots

    Jul 7, 2026Nilay Kushawaha, Muhammad Sunny Nazeer, Baljinder Singh Bal +2Soft RobotsContinual Learning Methods

  50. TILDE: TILt-based Distributional Erasure for Concept Unlearning

    Jul 7, 2026Naveen George, Naoki Murata, Yuhta Takida +2Text-To-Image Diffusion ModelsConcept Erasure

  51. To Retain or to Adapt? Generalizing Continual Learning

    Jul 6, 2026Giulia Lanzillotta, Mandana Samiei, Doina Precup +2Efficient Continual LearningContinual Learning Methods

  52. FlatManifold: Robust Continual Learning under Severe Label Noise and Domain Shifts via Intrinsic Manifold Flattening

    Jul 6, 2026Rai Hisada, Kanji TanakaEfficient Continual LearningNoisy Labels

  53. Continual Model Merging with Test-Time Adaptation for Whole-Slide Image Analysis

    Jul 6, 2026Duc-Thanh Le, Doanh C. Bui, Maï K. Nguyen +1Continual Model MergingComputational Pathology

  54. MergeSurv: Merging-Based Continual Learning for Survival Analysis on Whole-Slide Images

    Jul 6, 2026Vu Minh Tran, Doanh C. Bui, Maï K. Nguyen +1Whole-Slide ImagesComputational Pathology

  55. Learning Probabilistic Prompt for Continual Learning

    Jul 6, 2026Hyekang Park, Sanghoon Lee, Geon Lee +2Efficient Continual LearningContinual Learning Methods

  56. RL Forgets! Towards Continual Policy Optimization

    Jul 5, 2026Mao-Lin Luo, Zhe-Xu Wang, Zi-Hao Zhou +4Catastrophic ForgettingMulti-Objective Policy Optimization

  57. ContiStain: Cross-Domain Relation-Preserving Distillation for Continual Multi-Domain Virtual IHC Staining

    Jul 4, 2026Fuqiang Chen, Yifeng Wang, Hongpeng Wang +1Computational PathologyEfficient Continual Learning

  58. Trajectory Variance: An Unsupervised Measure of Developmental Vocal Plasticity in Birdsong

    Jul 3, 2026Kanghwi LeeVocalizationsBird

  59. CL-Anomaly: Layer-Adaptive Mixture-of-Experts with Multimodal Large Language Model for Continual Learning in Anomaly Detection

    Jul 3, 2026Wen Dong, Zhao Wang, Shuangqing Zhang +5Efficient Continual LearningAnomaly Detection

  60. Hidden Forgetting in Continual Multimodal Learning: When Accuracy Survives but Grounding Fails

    Jul 2, 2026Qianyu Chen, Canran Xiao, Runxuan TangRobust Multimodal LearningCatastrophic Forgetting