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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Sequencing to Mitigate Catastrophic Forgetting in Continual Learning Hesham G. Moussa Aroosa Hameed Arashmid Akhavain CLL 92 0 0 18 Dec 2025
PPSEBM: An Energy-Based Model with Progressive Parameter Selection for Continual Learning Xiaodi Li Dingcheng Li Rujun Gao Mahmoud Zamani Feng Mi Latifur Khan CLL KELM 16 0 0 17 Dec 2025
Distillation-Guided Structural Transfer for Continual Learning Beyond Sparse Distributed Memory Huiyan Xue Xuming Ran Yaxin Li Qi Xu Enhui Li Yi Xu Qiang Zhang CLL 76 0 0 17 Dec 2025
Forging a Dynamic Memory: Retrieval-Guided Continual Learning for Generalist Medical Foundation Models Zizhi Chen Yizhen Gao Minghao Han Yizhou Liu Zhaoyu Chen Dingkang Yang Lihua Zhang CLL 104 0 0 15 Dec 2025
A Disproof of Large Language Model Consciousness: The Necessity of Continual Learning for Consciousness Erik Hoel CLL LRM 20 0 0 14 Dec 2025
Progressive Conditioned Scale-Shift Recalibration of Self-Attention for Online Test-time Adaptation Yushun Tang Ziqiong Liu Jiyuan Jia Yi Zhang Zhihai He CLL 8 0 0 14 Dec 2025
Task-Aware Multi-Expert Architecture For Lifelong Deep Learning Jianyu Wang Jacob Nean-Hua Sheikh Cat P. Le Hoda Bidkhori CLL MoMe KELM 155 0 0 12 Dec 2025
Unifying Dynamic Tool Creation and Cross-Task Experience Sharing through Cognitive Memory Architecture Jiarun Liu Shiyue Xu Yang Li Shangkun Liu Yongli Yu Peng Cao CLL 52 0 0 12 Dec 2025
Bridging Streaming Continual Learning via In-Context Large Tabular Models Afonso Lourenço João Gama Eric P. Xing Goreti Marreiros CLL 40 0 0 12 Dec 2025
Grow Up and Merge: Scaling Strategies for Efficient Language Adaptation Kevin Glocker Kätriin Kukk Romina Oji Marcel Bollmann Marco Kuhlmann Jenny Kunz MoMe CLL 144 0 0 11 Dec 2025
MedForget: Hierarchy-Aware Multimodal Unlearning Testbed for Medical AI Fengli Wu Vaidehi Patil Jaehong Yoon Yue Zhang Mohit Bansal MU CLL 160 0 0 10 Dec 2025
Representation Calibration and Uncertainty Guidance for Class-Incremental Learning based on Vision Language Model Jiantao Tan Peixian Ma Tong Yu Wentao Zhang Ruixuan Wang CLL VLM 49 0 0 10 Dec 2025
Efficient Continual Learning in Neural Machine Translation: A Low-Rank Adaptation Approach Salvador Carrión Francisco Casacuberta CLL 48 0 0 10 Dec 2025
Unforgotten Safety: Preserving Safety Alignment of Large Language Models with Continual Learning Lama Alssum Hani Itani Hasan Abed Al Kader Hammoud Philip Torr Adel Bibi Bernard Ghanem CLL 12 0 0 10 Dec 2025
CONCUR: A Framework for Continual Constrained and Unconstrained Routing Peter Baile Chen Weiyue Li Dan Roth Michael Cafarella Samuel Madden Jacob Andreas CLL 8 0 0 10 Dec 2025
Prompt-Based Continual Compositional Zero-Shot Learning Sauda Maryam Sara Nadeem Faisal Qureshi Mohsen Ali CLL VLM 148 0 0 09 Dec 2025
Asymptotic analysis of shallow and deep forgetting in replay with Neural Collapse Giulia Lanzillotta Damiano Meier Thomas Hofmann CLL 40 0 0 08 Dec 2025
CIP-Net: Continual Interpretable Prototype-based Network Federico Di Valerio Michela Proietti Alessio Ragno Roberto Capobianco CLL 136 0 0 08 Dec 2025
Learning Without Time-Based Embodiment Resets in Soft-Actor Critic Homayoon Farrahi A. Rupam Mahmood CLL 36 0 0 06 Dec 2025
Mitigating Catastrophic Forgetting in Mathematical Reasoning Finetuning through Mixed Training John Graham Reynolds CLL MoMe AI4CE LRM 113 0 0 05 Dec 2025
Mitigating Catastrophic Forgetting in Target Language Adaptation of LLMs via Source-Shielded Updates Atsuki Yamaguchi Terufumi Morishita Aline Villavicencio Nikolaos Aletras CLL 145 0 0 04 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 112 0 0 03 Dec 2025
Parameter-Efficient Augment Plugin for Class-Incremental Learning Zhiming Xu Baile Xu Jian Zhao Furao Shen Suorong Yang CLL 88 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 133 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 60 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 187 0 0 02 Dec 2025
Elastic Weight Consolidation for Knowledge Graph Continual Learning: An Empirical Evaluation Gaganpreet Jhajj Fuhua Lin CLL KELM 108 0 0 01 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 98 0 0 01 Dec 2025
Affordance-First Decomposition for Continual Learning in Video-Language Understanding Mengzhu Xu Hanzhi Liu Ningkang Peng Qianyu Chen Canran Xiao CLL 116 0 0 30 Nov 2025
Addressing the Plasticity-Stability Dilemma in Reinforcement Learning Mansi Maheshwari John C. Raisbeck Bruno Castro da Silva CLL OnRL 210 0 0 30 Nov 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 80 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 136 0 0 29 Nov 2025
Resolving Conflicts in Lifelong Learning via Aligning Updates in Subspaces Yueer Zhou Yichen Wu Ying Wei CLL 72 0 0 28 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 92 0 0 27 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 128 0 0 27 Nov 2025
Merge and Bound: Direct Manipulations on Weights for Class Incremental Learning Taehoon Kim Donghwan Jang Bohyung Han CLL MoMe 153 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 382 0 0 26 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 149 0 0 26 Nov 2025
Prompt-Aware Adaptive Elastic Weight Consolidation for Continual Learning in Medical Vision-Language Models Ziyuan Gao Philippe Morel CLL 112 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 140 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 193 0 0 25 Nov 2025
Dynamic Mixture of Experts Against Severe Distribution Shifts Donghu Kim CLL 104 0 0 24 Nov 2025
Annotation-Free Class-Incremental Learning Hari Chandana Kuchibhotla K S Ananth Vineeth N. Balasubramanian CLL 125 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 243 0 0 24 Nov 2025
Learning Massively Multitask World Models for Continuous Control Nicklas Hansen Hao Su Xiaolong Wang OffRL CLL LM&Ro 399 0 0 24 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 116 0 0 23 Nov 2025
Multimodal Continual Learning with MLLMs from Multi-scenario Perspectives Kai Jiang Siqi Huang Xiangyu Chen Jiawei Shao H. Zhang Xuelong Li CLL 220 0 0 23 Nov 2025
Progressive Localisation in Localist LLMs Joachim Diederich CLL 105 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 167 0 0 23 Nov 2025
Breaking Forgetting: Training-Free Few-Shot Class-Incremental Learning via Conditional Diffusion Haidong Kang Ketong Qian Yi Lu CLL 188 0 0 23 Nov 2025

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