Continual and Lifelong Learning

CLL

Enables models to adapt over time without forgetting in dynamic, evolving environments.

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51015

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Mitigating Catastrophic Forgetting in Target Language Adaptation of LLMs via Source-Shielded Updates Atsuki Yamaguchi Terufumi Morishita Aline Villavicencio Nikolaos Aletras CLL 89 0 0 04 Dec 2025
Parameter-Efficient Augment Plugin for Class-Incremental Learning Zhiming Xu Baile Xu Jian Zhao Furao Shen Suorong Yang CLL 36 0 0 03 Dec 2025
Teaching Old Tokenizers New Words: Efficient Tokenizer Adaptation for Pre-trained Models Taido Purason Pavel Chizhov Ivan P. Yamshchikov Mark Fishel CLL VLM 16 0 0 03 Dec 2025
Automatic Attack Discovery for Few-Shot Class-Incremental Learning via Large Language Models Haidong Kang Wei Wu Hanling Wang CLL AAML 45 0 0 03 Dec 2025
Adapting Large Language Models to Low-Resource Tibetan: A Two-Stage Continual and Supervised Fine-Tuning Study Lifeng Chen Ryan Lai Tianming Liu CLL 28 0 0 03 Dec 2025
Mitigating Intra- and Inter-modal Forgetting in Continual Learning of Unified Multimodal Models Xiwen Wei Mustafa Munir Radu Marculescu CLL 119 0 0 02 Dec 2025
Forget Less, Retain More: A Lightweight Regularizer for Rehearsal-Based Continual Learning Lama Alssum Hasan Abed Al Kader Hammoud Motasem Alfarra Juan C Leon Alcazar Bernard Ghanem CLL VLM 36 0 0 01 Dec 2025
Elastic Weight Consolidation for Knowledge Graph Continual Learning: An Empirical Evaluation Gaganpreet Jhajj Fuhua Lin CLL KELM 36 0 0 01 Dec 2025
Memory-Integrated Reconfigurable Adapters: A Unified Framework for Settings with Multiple Tasks Susmit Agrawal Krishn Vishwas Kher Saksham Mittal Swarnim Maheshwari Vineeth N. Balasubramanian CLL 40 0 0 30 Nov 2025
AltNet: Addressing the Plasticity-Stability Dilemma in Reinforcement Learning Mansi Maheshwari John C. Raisbeck Bruno Castro da Silva CLL OnRL 50 0 0 30 Nov 2025
Affordance-First Decomposition for Continual Learning in Video-Language Understanding Mengzhu Xu Hanzhi Liu Ningkang Peng Qianyu Chen Canran Xiao CLL 44 0 0 30 Nov 2025
Neuroscience-Inspired Memory Replay for Continual Learning: A Comparative Study of Predictive Coding and Backpropagation-Based Strategies Goutham Nalagatla Shreyas Grandhe CLL 40 0 0 29 Nov 2025
SuRe: Surprise-Driven Prioritised Replay for Continual LLM Learning Hugo Hazard Zafeirios Fountas Martin A. Benfeghoul Adnan Oomerjee Jun Wang Haitham Bou-Ammar CLL KELM 36 0 0 27 Nov 2025
Who is Afraid of Minimal Revision?Electronic Proceedings in Theoretical Computer Science (EPTCS), 2025 Edoardo Baccini Zoé Christoff Nina Gierasimczuk Rineke Verbrugge CLL 48 0 0 27 Nov 2025
Continual Error Correction on Low-Resource DevicesACM SIGMM Conference on Multimedia Systems (MMSys), 2025 Kirill Paramonov Mete Ozay Aristeidis Mystakidis Nikolaos Tsalikidis Dimitrios Sotos ... Sangdok Mo Namwoong Kim Woojong Yoo J. Moon Umberto Michieli CLL VLM 68 0 0 26 Nov 2025
Aligning LLMs with Biomedical Knowledge using Balanced Fine-Tuning Zhenchao Tang Fang Wang Haohuai He Jiale Zhou Tianxu Lv ... Minghao Yang Y. Wang Jiayang Wu Yidong Song J. Yao CLL 326 0 0 26 Nov 2025
Merge and Bound: Direct Manipulations on Weights for Class Incremental Learning Taehoon Kim Donghwan Jang Bohyung Han CLL MoMe 90 0 0 26 Nov 2025
Prompt-Aware Adaptive Elastic Weight Consolidation for Continual Learning in Medical Vision-Language Models Ziyuan Gao Philippe Morel CLL 56 0 0 25 Nov 2025
Harmonious Parameter Adaptation in Continual Visual Instruction Tuning for Safety-Aligned MLLMs Z. J. Wang Chang Che Qi Wang Hui Ma Zenglin Shi Cees G. M. Snoek Meng Wang CLL 84 0 0 25 Nov 2025
Towards Benign Memory Forgetting for Selective Multimodal Large Language Model Unlearning Zhen Zeng Leijiang Gu Zhangling Duan Feng-Qiang Li Zenglin Shi Cees G. M. Snoek Meng Wang KELM MU CLL 129 0 0 25 Nov 2025
Annotation-Free Class-Incremental Learning Hari Chandana Kuchibhotla K S Ananth Vineeth N. Balasubramanian CLL 89 0 0 24 Nov 2025
Learning Massively Multitask World Models for Continuous Control Nicklas Hansen Hao Su Xiaolong Wang OffRL CLL LM&Ro 303 0 0 24 Nov 2025
Dynamic Mixture of Experts Against Severe Distribution Shifts Donghu Kim CLL 72 0 0 24 Nov 2025
Merging without Forgetting: Continual Fusion of Task-Specific Models via Optimal Transport Z. Pan Zhikang Chen Ding Li Min Zhang Sen Cui ... Yi Yang Deheng Ye Yu Zhang T. Zhu Tianling Ren MoMe CLL FedML 207 0 0 24 Nov 2025
Multimodal Continual Learning with MLLMs from Multi-scenario Perspectives Kai Jiang Siqi Huang Xiangyu Chen Jiawei Shao H. Zhang Xuelong Li CLL 156 0 0 23 Nov 2025
Progressive Localisation in Localist LLMs Joachim Diederich CLL 73 0 0 23 Nov 2025
Generative Model-Aided Continual Learning for CSI Feedback in FDD mMIMO-OFDM Systems Guijun Liu Yuwen Cao T. Ohtsuki Jiguang He Shahid Mumtaz CLL 80 0 0 23 Nov 2025
OpenCML: End-to-End Framework of Open-world Machine Learning to Learn Unknown Classes Incrementally Jitendra Parmar Praveen Singh Thakur CLL VLM 83 0 0 23 Nov 2025
Breaking Forgetting: Training-Free Few-Shot Class-Incremental Learning via Conditional Diffusion Haidong Kang Ketong Qian Yi Lu CLL 132 0 0 23 Nov 2025
Mitigating Catastrophic Forgetting in Streaming Generative and Predictive Learning via Stateful Replay Wenzhang Du CLL AI4TS 123 0 0 22 Nov 2025
Adversarial Pseudo-replay for Exemplar-free Class-incremental Learning Hiroto Honda CLL 62 0 0 22 Nov 2025
Continually Evolving Skill Knowledge in Vision Language Action Model Yuxuan Wu G. Wang Zhiheng Yang Maoqing Yao Brian Sheil Hesheng Wang CLL VLM 113 0 0 22 Nov 2025
InTAct: Interval-based Task Activation Consolidation for Continual Learning Patryk Krukowski Jan Miksa Piotr Helm Jacek Tabor Paweł Wawrzyński Przemysław Spurek CLL 124 0 0 21 Nov 2025
MedPEFT-CL: Dual-Phase Parameter-Efficient Continual Learning with Medical Semantic Adapter and Bidirectional Memory Consolidation Ziyuan Gao CLL MedIm 113 0 0 21 Nov 2025
Continual Alignment for SAM: Rethinking Foundation Models for Medical Image Segmentation in Continual Learning Jiayi Wang Wei Dai Haoyu Wang Sihan Yang Haixia Bi Jian Sun CLL MedIm 201 0 0 21 Nov 2025
Intrinsic preservation of plasticity in continual quantum learningInternational Conference on Machine Learning (ICML), 2024 Yu-Qin Chen Shi-Xin Zhang CLL 143 0 0 21 Nov 2025
Unified Class and Domain Incremental Learning with Mixture of Experts for Indoor Localization Akhil Singampalli S. Pasricha CLL 168 0 0 21 Nov 2025
Erase to Retain: Low Rank Adaptation Guided Selective Unlearning in Medical Segmentation Networks Nirjhor Datta Md. Golam Rabiul Alam CLL 176 0 0 20 Nov 2025
Learning from Mistakes: Loss-Aware Memory Enhanced Continual Learning for LiDAR Place Recognition Xufei Wang Junqiao Zhao Siyue Tao Qiwen Gu Wonbong Kim T. Feng CLL 165 0 0 19 Nov 2025
Hierarchical Semantic Tree Anchoring for CLIP-Based Class-Incremental Learning Tao Hu Lan Li Zhen-Hao Xie Da-Wei Zhou CLL VLM 120 0 0 19 Nov 2025
Multimodal Continual Instruction Tuning with Dynamic Gradient Guidance Songze Li Mingyu Gao Tonghua Su Xu-Yao Zhang Zhongjie Wang CLL 208 0 0 19 Nov 2025
Continual Reinforcement Learning for Cyber-Physical Systems: Lessons Learned and Open Challenges Kim N. Nolle Ivana Dusparic Rhodri Cusack Vinny Cahill CLL 151 0 0 19 Nov 2025
Teaching According to Students' Aptitude: Personalized Mathematics Tutoring via Persona-, Memory-, and Forgetting-Aware LLMs Yang Wu Rujing Yao Tong Zhang Yufei Shi Zhuoren Jiang Zhushan Li Xiaozhong Liu CLL AI4Ed 260 0 0 19 Nov 2025
Parameter Importance-Driven Continual Learning for Foundation Models LingXiang Wang Hainan Zhang Zhiming Zheng KELM CLL 289 0 0 19 Nov 2025
Language as an Anchor: Preserving Relative Visual Geometry for Domain Incremental Learning Shuyi Geng Tao Zhou Yi Zhou CLL 137 0 0 18 Nov 2025
Keeping Code-Aware LLMs Fresh: Full Refresh, In-Context Deltas, and Incremental Fine-Tuning Pradeep Kumar Sharma Ishaan Puri Mantinder Singh Swapnil Shivaprasad Hritvik Shrivastava CLL KELM 252 0 0 18 Nov 2025
MuCPT: Music-related Natural Language Model Continued Pretraining Kai Tian Yirong Mao Wendong Bi Hanjie Wang Que Wenhui CLL 136 0 0 18 Nov 2025
Dual-LoRA and Quality-Enhanced Pseudo Replay for Multimodal Continual Food Learning Xinlan Wu B. Zhu Feng Han Pengkun Jiao Jingjing Chen CLL 156 0 0 17 Nov 2025
MergeSlide: Continual Model Merging and Task-to-Class Prompt-Aligned Inference for Lifelong Learning on Whole Slide Images Doanh C. Bui Ba-Hung Ngo H. Pham Khang Phuoc-Quy Nguyen Maï K. Nguyen Y. Nakashima CLL MoMe VLM 202 0 0 17 Nov 2025
AnaCP: Toward Upper-Bound Continual Learning via Analytic Contrastive Projection Saleh Momeni Changnan Xiao Bing Liu CLL 220 0 0 17 Nov 2025

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