Continual Learning Methods

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Efficient Continual LearningCatastrophic ForgettingForgettingPlasticityDomain Incremental LearningRetention

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Period ending 2026-09-21

6 new papers

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Period ending 2026-09-14

1 new paper

A weekly snapshot of new work published in Continual Learning Methods.

Period ending 2026-09-07

1 new paper

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229 papers

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  1. Rethinking the Role of Feature Engineering and Learning Strategies in Few-Shot Hidden Emotion Recognition

    Jun 30, 2026Xiaochuan Guo, Jihao Gu, Haixu Liu +6Emotion RecognitionTemporal Deep Learning Framework

  2. Multisensory Continual Learning: Adapting Pretrained Visuomotor Policies to Force

    Jun 29, 2026Jaden Clark, Changhao Wang, Yihuai Gao +5Visuomotor PolicyRobotic Datasets

  3. Convergence of Continual Learning in Homogeneous Deep Networks

    Jun 29, 2026Matan Schliserman, Gon Buzaglo, Itay Evron +1Efficient Continual LearningSingular Learning Theory

  4. Neural Subspace Reallocation: Continual Learning as Retrieval-Based Subspace Memory Management

    Jun 29, 2026Byeong Hoon YoonEfficient Continual LearningContinual Learning Methods

  5. Theory of Continual Learning Against Data Poisoning Attacks

    Jun 29, 2026Yiting Hu, Lingjie DuanEfficient Continual LearningData Poisoning

  6. The Forgetting-Retention Dilemma: Certified Unlearning Theory in Continual Learning

    Jun 29, 2026Yiting Hu, Lingjie Duan, Qian ZhangEfficient Continual LearningUnlearning Aims

  7. Agent-Native Immune System: Architecture, Taxonomy, and Engineering

    Jun 26, 2026Bo Shen, Lifeng Chang, Tianyuan Wei +7Defense StrategiesTaxonomy

  8. When One Adapter Speaks for Many: Discovering Low-Rank Redundancy in Continual Fine-Tuning

    Jun 26, 2026Tanguy Dieudonné, Giulia Lanzillotta, Enis Simsar +2Low-Rank Adaptation AdaptersContinual Fine-Tuning

  9. Continual Learning for Sequential Personalization of Small Language Models: A Stability Monitoring Analysis

    Jun 26, 2026Thomas S. Paula, Lucas S. Kupssinskü, Rodrigo C. BarrosEfficient Continual LearningSmall Language Models

  10. Continual Robot Policy Learning via Variational Neural Dynamics

    Jun 25, 2026Jiaxu Xing, Zhiyuan Zhu, Yunfan Ren +4Robot PoliciesContinual Learning Methods

  11. From Weights to Features: SAE-Guided Activation Regularization for LLM Continual Learning

    Jun 25, 2026Evan Ning, Wei Xue, Dong Lou +1Catastrophic ForgettingContinual Learning Methods

  12. GCT-MARL: Graph-Based Contrastive Transfer for Sample-Efficient Cooperative Multi-Agent Reinforcement Learning

    Jun 23, 2026Animesh Animesh, Satheesh K Perepu, Kaushik DeyMulti-Agent Reinforcement LearningIterative Co-Training

  13. Towards Continuous Power Forecasting: Practical Continual Learning for Real-World Energy Systems in Nonstationary Time Series

    Jun 23, 2026Yujiang He, Frederic Uhrweiller, Bernhard SickElectricity Price ForecastingEfficient Continual Learning

  14. Fast and Slow Variational Continual Learning

    Jun 22, 2026Subarnaduti Paul, Yohan Jung, Mohammad Emtiyaz Khan +3Efficient Continual LearningContinual Learning Methods

  15. Black-Box Continual Learning for Vision-Language Models

    Jun 22, 2026Yuting Li, Weihang Fang, Haoyuan Gao +4Efficient Continual LearningContinual Learning Methods

  16. Social World Model for Lifelong Social Intelligence

    Jun 19, 2026Yu LuoMultilingual AgentsContinual Learning Methods

  17. Task-Differentiated Atomic Skill Expansion and Routing for Continual Learning Across Highly Heterogeneous Tasks

    Jun 19, 2026Jiacheng Wang, Xinjia He, Qi Ding +5Efficient Continual LearningContinual Learning Methods

  18. Gradient-Free Warm-Start Library Recovery: an Amortized-Regret Separation

    Jun 19, 2026Jianwei LouLearning-Augmented AlgorithmsCold-Start

  19. Is Our Benchmark Enough? An Analysis of Continual Learning for MLLMs

    Jun 18, 2026Van-Tuan Tran, Shruthi Gowda, Merim Dzaferagic +1Efficient Continual LearningMulti-Modal Large Language Models

  20. Sparsity, Superposition, and Forgetting: A Mechanistic Study of Representation Retention in Continual Learning

    Jun 18, 2026Jan Wasilewski, Jędrzej Kozal, Michał Woźniak +1Catastrophic ForgettingForgetting

  21. StreamKL: Fast and Memory-Efficient KL Divergence for Boosting Attention Distillation

    Jun 18, 2026Guangda Liu, Yiquan Wang, Chengwei Li +6Kullback-Leibler DivergenceGraphics Processing Unit Kernels

  22. Rethinking Air-Ground Collaboration: A Progressive Cross-Task Benchmark and Socialized Learning Framework

    Jun 17, 2026Zhoupeng Guo, Yunqi Zhu, Zhihe Fan +6Collaborative PerceptionAerial Dataset

  23. Dimensionality Controls When Modularity Helps in Continual Learning

    Jun 16, 2026Kathrin Korte, Christian Medeiros Adriano, Joachim Winther Pedersen +2Efficient Continual LearningContinual Learning Methods

  24. KeepLoRA++: Continual Learning with Layer-Scaled Residual Gradient Adaptation

    Jun 15, 2026Mao-Lin Luo, Yi-Lin Zhang, Zi-Hao Zhou +5Efficient Continual LearningVision-Language Model Adaptation

  25. HERO: A Heterogeneity-Aware Benchmark Library for Federated Continual Learning

    Jun 13, 2026Thinh T. H. Nguyen, Le-Tuan Nguyen, Minh-Duong Nguyen +4Efficient Continual LearningContinual Learning Methods

  26. Bridging Geographic Bias in Urban Streetscape Inference via Lifelong Learning with Visual-Semantic Pivoting

    Jun 13, 2026Xinze ZhangUrban EnvironmentsBridging Geographic Bias

  27. Continual Backdoor Training in IoT/CPS

    Jun 12, 2026Oxana Salish, Kuniyilh SInternet Of ThingBackdoor Attacks

  28. MoDiCoL: A Modular Diagnostic Continual Learning Dataset for Robust Speech Recognition

    Jun 12, 2026Theresa Pekarek Rosin, Matthias Kerzel, Stefan WermterAutomatic Speech Recognition SystemsEfficient Continual Learning

  29. LLM Evolution as an Industry-Scale Ecosystem: A Lifecycle Perspective on Continual Learning

    Jun 12, 2026Hao Jiang, Enneng Yang, Guojie Zhu +7Efficient Continual LearningContinual Learning Methods

  30. Learning to Hear Hesitation: Continual Learning for Disfluency-Aware ASR

    Jun 12, 2026Henri-Leon Kordt, Theresa Pekarek Rosin, Jae Hee Lee +1Accented SpeechContinual Learning Methods

  31. Rethinking Backdoor Adversarial Unlearning through the Lens of Catastrophic Forgetting in Continual Learning

    Jun 12, 2026Zhenqian Zhu, Yamin Hu, Yujiang Liu +5Backdoor AttacksAdversarial Examples

  32. The Stable Recovery Manifold: Geometric Principles Governing Recoverability in Continual Learning

    Jun 11, 2026Ayushman Trivedi, Bhavika MelwaniCatastrophic ForgettingContinual Learning Methods

  33. Amnesia: A Stealthy Replay Attack on Continual Learning Dreams

    Jun 10, 2026Ahmed Sharshar, Naveen Kumar Kummari, Mohsen GuizaniContinual Learning MethodsMemory-Augmented Large Language Models

  34. Accurate and Resource-Efficient Federated Continual Learning

    Jun 9, 2026Jebacyril Arockiaraj, Dhruv Parikh, Jayashree Adivarahan +2Federated LearningEfficient Continual Learning

  35. Continual LLM Upcycling: A Predictor-Gated Bank-Wise Sparsity Training Recipe for Dense-to-Sparse LLMs

    Jun 9, 2026Ruixuan Huang, Jinyuan Shi, Hantao Huang +5TrainabilityContinual Learning Methods

  36. Federated continual learning: A comprehensive survey on lifelong and privacy-preserving learning over distributed and non-stationary data

    Jun 9, 2026Masoume Gholizade, Fabrizio Ruffini, Pietro Ducange +1Federated LearningEfficient Continual Learning

  37. GUI-AC: Enhancing Continual Learning in GUI Agents

    Jun 9, 2026Can Lin, Tao Feng, Hangjie Yuan +3Graphical User Interface AgentsReinforcement Fine-Tuning

  38. FOGO: Forgetting-aware Orthogonalization Optimizer

    Jun 9, 2026Toan Nguyen, Yang Liu, Trung Le +2ForgettingContinual Learning Methods

  39. Preserving Plasticity in Continual Learning via Dynamical Isometry

    Jun 8, 2026Andries Rosseau, Robert Müller, Ann NowéPlasticityEfficient Continual Learning

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

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

  41. LUNA-AD: Lightweight Uncertainty-Aware Language Model with Lifelong Learning for Autonomous Driving

    Jun 7, 2026Ruoyu Yao, Pei Liu, Ruiguo Zhong +3Autonomous DrivingLarge Language Model Uncertainty

  42. Theoretical Foundations of Continual Learning via Drift-Plus-Penalty

    Jun 7, 2026Nazreen Shah, Govinda Arya, Bharath B. N. +1Efficient Continual LearningContinual Learning Methods

  43. Not Just After One: Sleep-Inspired Replay Prevents Catastrophic Forgetting After Sequential Tasks

    Jun 7, 2026Anthony Bazhenov, Jean Erik Delanois, Giri P. KrishnanCatastrophic ForgettingContinual Learning Methods

  44. Evaluating the Impact of Task Granularity on Catastrophic Forgetting in Continual Learning

    Jun 6, 2026Emre Alyamac, Himanshu Janmeda, Shashwat Krishna +1Catastrophic ForgettingContinual Learning Methods

  45. Sparse Subspace-to-Expert Sharing for Task-Agnostic Continual Learning

    Jun 5, 2026Fatema Siddika, Md Anwar Hossen, Tanwi Mallick +1Efficient Continual LearningContinual Learning Methods

  46. CL-CLIP: CLIP-Based Continual Learning Framework with Cost-Volume Category Decoupling for Object Detection

    Jun 5, 2026Zihan Liu, Yuguang Yang, Shengjie Su +5Open-Vocabulary Object DetectionOpen-Vocabulary

  47. TailLoR: Protecting Principal Components in Parameter-Efficient Continual Learning

    Jun 4, 2026Marius Dragoi, Ioana Pintilie, Alexandra Dragomir +2Efficient Continual LearningContinual Learning Methods

  48. Style-CCL: Content-Preserving Style Transfer via Curriculum Continual Learning

    Jun 4, 2026Shiwen Zhang, Haoyuan Wang, Xianghao Zang +3Multimodal Diffusion TransformersPreservation

  49. Catastrophic Forgetting as Accessibility Collapse: A Three-Level Framework for Knowledge Persistence in Continual Learning

    Jun 4, 2026Ayushman Trivedi, Bhavika MelwaniCatastrophic ForgettingContinual Learning Methods

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

    Jun 4, 2026Hongye Xu, Bartosz KrawczykDomain Incremental LearningEfficient Continual Learning

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

    Jun 4, 2026Hongye Xu, Bartosz KrawczykDomain Incremental LearningContinual Learning Methods

  52. Continual Learning Bench: Evaluating Frontier AI Systems in Real-World Stateful Environments

    Jun 4, 2026Parth Asawa, Christopher M. Glaze, Gabriel Orlanski +7Efficient Continual LearningContinual Learning Methods

  53. CLaaS: Continual learning as a service for sample efficient online learning

    Jun 4, 2026Kion Fallah, Silen Naihin, Barak Widawsky +1Efficient Continual LearningContinual Learning Methods

  54. Language Models Need Sleep: Learning to Self-Modify and Consolidate Memories

    Jun 2, 2026Ali Behrouz, Farnoosh Hashemi, Adel Javanmard +1Continual Learning MethodsSleep

  55. Re-Evaluating Continual Learning with Few-Shot Adaptation

    Jun 2, 2026Amogh Inamdar, Matthew So, Vici Milenia +1Efficient Continual LearningContinual Learning Methods

  56. PURGE: Projected Unlearning via Retain-Guided Erasure

    Jun 2, 2026Vedant Jawandhia, Daksh Ahuja, Ghufran Alam Siddiqui +3Concept ErasureRetraining

  57. SkillHarness: Harnessing Safe Skills for Computer-Use Agents

    Jun 2, 2026Yurun Chen, Biao Yi, Keting Yin +1Computer-Use AgentsContinual Learning Methods

  58. BBR-Net: Boundary-Balanced Replay for Continual Medical Image Segmentation

    Jun 2, 2026Zahid Ullah, Sieun Choi, Jihie KimMedical Image SegmentationEfficient Continual Learning

  59. Forgetting is Not Erasure: Recovering Latent Knowledge via Transport Keys

    Jun 1, 2026Archie ChaudhuryCatastrophic ForgettingForgetting

  60. Position: Deployed Reinforcement Learning should be Continual

    Jun 1, 2026Parnian Behdin, Kevin Roice, Golnaz MesbahiDeep Reinforcement LearningContinual Learning Methods