Continual and Lifelong Learning

CLL

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

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REMIND: Input Loss Landscapes Reveal Residual Memorization in Post-Unlearning LLMs Liran Cohen Yaniv Nemcovesky Avi Mendelson MU AAML CLL KELM 10 0 0 06 Nov 2025
Scaling Agent Learning via Experience Synthesis Zhaorun Chen Zhuokai Zhao Kai Zhang Bo Liu Qi Qi ... Xian Li Dawn Song Bo Li Jason Weston Dat Huynh OffRL CLL 55 0 0 05 Nov 2025
SCALE: Upscaled Continual Learning of Large Language Models Jin-woo Lee Junhwa Choi Bongkyu Hwang Jinho Choo Bogun Kim ... Joonseok Lee DongYoung Jung Jaeseon Park Kyoungwon Park Suk-hoon Jung CLL LRM 93 0 0 05 Nov 2025
Merging Continual Pretraining Models for Domain-Specialized LLMs: A Case Study in Finance Kentaro Ueda François Portet H. Suwa Keiichi Yasumoto CLL MoMe 64 0 0 04 Nov 2025
Real-time Continual Learning on Intel Loihi 2 Elvin Hajizada Danielle Rager Timothy M. Shea L. Campos-Macias Andreas Wild Eyke Hüllermeier Yulia Sandamirskaya Mike Davies CLL OffRL 23 0 0 03 Nov 2025
Path-Coordinated Continual Learning with Neural Tangent Kernel-Justified Plasticity: A Theoretical Framework with Near State-of-the-Art Performance Rathin Chandra Shit CLL AAML 8 0 0 03 Nov 2025
Random Initialization of Gated Sparse Adapters Vi Retault Yohaï-Eliel Berreby CLL MoE 20 0 0 03 Nov 2025
Bridging Lifelong and Multi-Task Representation Learning via Algorithm and Complexity Measure Zhi Wang Chicheng Zhang Ramya Korlakai Vinayak CLL 48 0 0 03 Nov 2025
Dynamic Routing Between Experts: A Data-Efficient Approach to Continual Learning in Vision-Language Models Jay Mohta Kenan E. Ak Dimitrios Dimitriadis Yan Xu Mingwei Shen CLL VLM 36 0 0 03 Nov 2025
Continual Learning, Not Training: Online Adaptation For Agents Aman Jaglan Jarrod Barnes CLL 12 0 0 02 Nov 2025
Beyond a Million Tokens: Benchmarking and Enhancing Long-Term Memory in LLMs Mohammad Tavakoli Alireza Salemi Carrie Ye Mohamed Abdalla Hamed Zamani J. Ross Mitchell RALM CLL 143 0 0 31 Oct 2025
Parameterized Prompt for Incremental Object Detection Zijia An Boyu Diao R. Liu Libo Huang Chuanguang Yang Fei Wang Zhulin An Yongjun Xu CLL VLM 28 0 0 31 Oct 2025
A Comparative Analysis of LLM Adaptation: SFT, LoRA, and ICL in Data-Scarce Scenarios Bernd Bohnet Rumen Dangovski Kevin Swersky Sherry Moore Arslan Chaudhry Kathleen Kenealy Noah Fiedel CLL 20 0 0 31 Oct 2025
From Amateur to Master: Infusing Knowledge into LLMs via Automated Curriculum Learning Nishit Neema Srinjoy Mukherjee Sapan Shah Gokul Ramakrishnan Ganesh Venkatesh CLL 40 0 0 30 Oct 2025
GraphKeeper: Graph Domain-Incremental Learning via Knowledge Disentanglement and Preservation Zihao Guo Qingyun Sun Ziwei Zhang Haonan Yuan Huiping Zhuang Xingcheng Fu Jianxin Li CLL 16 0 0 30 Oct 2025
Model Inversion with Layer-Specific Modeling and Alignment for Data-Free Continual Learning Ruilin Tong Haodong Lu Yuhang Liu Dong Gong CLL 97 0 0 30 Oct 2025
Active Learning with Task-Driven Representations for Messy Pools Kianoosh Ashouritaklimi Tom Rainforth SSL CLL 100 0 0 29 Oct 2025
Continual Low-Rank Adapters for LLM-based Generative Recommender Systems Hyunsik Yoo Ting-Wei Li SeongKu Kang Zhining Liu Charlie Xu Qilin Qi Hanghang Tong CLL 112 0 0 29 Oct 2025
Layer of Truth: Probing Belief Shifts under Continual Pre-Training Poisoning S. Churina Niranjan Chebrolu Kokil Jaidka KELM HILM CLL 132 0 0 29 Oct 2025
PTPP-Aware Adaptation Scaling Laws: Predicting Domain-Adaptation Performance at Unseen Pre-Training Budgets Etienne Goffinet Shane Bergsma Avraham Sheinin Natalia Vassilieva Shaheer Muhammad Preslav Nakov Gurpreet Gosal CLL VLM 111 0 0 27 Oct 2025
Robust Uncertainty Quantification for Self-Evolving Large Language Models via Continual Domain Pretraining Xiaofan Zhou Lu Cheng CLL 157 0 0 27 Oct 2025
Explaining Robustness to Catastrophic Forgetting Through Incremental Concept Formation Nicki Barari Edward J. Kim Christopher MacLellan CLL 16 0 0 27 Oct 2025
Knowledge-guided Continual Learning for Behavioral Analytics Systems Yasas Senarath Hemant Purohit KELM CLL 57 0 0 25 Oct 2025
Edit Less, Achieve More: Dynamic Sparse Neuron Masking for Lifelong Knowledge Editing in LLMs Jinzhe Liu Junshu Sun Shufan Shen Chenxue Yang Shuhui Wang KELM CLL 120 1 0 25 Oct 2025
Gradual Forgetting: Logarithmic Compression for Extending Transformer Context Windows Billy Dickson Zoran Tiganj CLL 36 0 0 25 Oct 2025
ATLAS: Adaptive Transfer Scaling Laws for Multilingual Pretraining, Finetuning, and Decoding the Curse of Multilinguality Shayne Longpre Sneha Kudugunta Niklas Muennighoff I-Hung Hsu Isaac Caswell Alex Pentland Sercan O. Arik Chen-Yu Lee Sayna Ebrahimi CLL LRM 36 0 0 24 Oct 2025
Beyond Reasoning Gains: Mitigating General Capabilities Forgetting in Large Reasoning Models Hoang Phan Xianjun Yang Kevin Yao Jingyu Zhang Shengjie Bi Xiaocheng Tang Madian Khabsa Lijuan Liu Deren Lei OffRL CLL KELM VLM LRM 36 0 0 24 Oct 2025
Contribution of task-irrelevant stimuli to drift of neural representations Farhad Pashakhanloo OOD CLL 44 0 0 24 Oct 2025
Memory-Free Continual Learning with Null Space Adaptation for Zero-Shot Vision-Language Models Yujin Jo Taesup Kim VLM CLL 84 0 0 24 Oct 2025
Randomized Neural Network with Adaptive Forward Regularization for Online Task-free Class Incremental Learning Junda Wang Minghui Hu Ning Li Abdulaziz Al-Ali Ponnuthurai Nagaratnam Suganthan CLL 60 0 0 24 Oct 2025
PLAN: Proactive Low-Rank Allocation for Continual Learning Xiequn Wang Zhan Zhuang Yu Zhang CLL VLM 80 0 0 24 Oct 2025
RECALL: REpresentation-aligned Catastrophic-forgetting ALLeviation via Hierarchical Model Merging Bowen Wang Haiyuan Wan Liwen Shi Chen Yang Peng He ... Tiao Tan Yongjian Li Fangming Liu Yifan Gong Sheng Zhang CLL MoMe KELM 63 0 0 23 Oct 2025
Alleviating Forgetfulness of Linear Attention by Hybrid Sparse Attention and Contextualized Learnable Token Eviction Mutian He Philip N. Garner CLL 61 0 0 23 Oct 2025
Separating the what and how of compositional computation to enable reuse and continual learning Haozhe Shan Sun Minni Lea Duncker CLL 56 0 0 23 Oct 2025
IKnow: Instruction-Knowledge-Aware Continual Pretraining for Effective Domain Adaptation Tianyi Zhang Florian Mai Lucie Flek CLL 45 0 0 23 Oct 2025
More Than Memory Savings: Zeroth-Order Optimization Mitigates Forgetting in Continual Learning Wanhao Yu Zheng Wang Shuteng Niu Sen Lin Li Yang CLL 44 0 0 23 Oct 2025
Continual Knowledge Adaptation for Reinforcement Learning Jinwu Hu Zihao Lian Z. Wen Chenghao Li Guohao Chen Xutao Wen Bin Xiao Mingkui Tan CLL KELM 96 0 0 22 Oct 2025
BLiSS 1.0: Evaluating Bilingual Learner Competence in Second Language Small Language Models Yuan Gao Suchir Salhan Andrew Caines P. Buttery Weiwei Sun CLL 39 0 0 22 Oct 2025
Adapting Multilingual Models to Code-Mixed Tasks via Model Merging Prashant Kodali Vaishnavi Shivkumar Swarang Joshi Monojit Choudhary Ponnurangam Kumaraguru Manish Shrivastava MoMe CLL 100 0 0 22 Oct 2025
Conditions for Catastrophic Forgetting in Multilingual Translation Danni Liu Jan Niehues CLL 72 0 0 22 Oct 2025
COLA: Continual Learning via Autoencoder Retrieval of Adapters Jaya Krishna Mandivarapu CLL 107 0 0 22 Oct 2025
KORE: Enhancing Knowledge Injection for Large Multimodal Models via Knowledge-Oriented Augmentations and Constraints Kailin Jiang Hongbo Jiang Ning Jiang Zhi Gao Jinhe Bi Yuchen Ren B. Li Yuntao Du L. J. Liu Qing Li CLL OffRL KELM VLM 64 1 0 22 Oct 2025
On Biologically Plausible Learning in Continuous Time Marc Gong Bacvanski Liu Ziyin T. Poggio CLL 67 0 0 21 Oct 2025
Retaining by Doing: The Role of On-Policy Data in Mitigating Forgetting Howard Chen Noam Razin Karthik Narasimhan Danqi Chen CLL KELM 52 0 0 21 Oct 2025
Mapping Post-Training Forgetting in Language Models at Scale Jackson Harmon Andreas Hochlehnert Matthias Bethge Ameya Prabhu CLL KELM 36 0 0 20 Oct 2025
Taming Modality Entanglement in Continual Audio-Visual Segmentation Yuyang Hong Qi Yang Tao Zhang Zili Wang Zhaojin Fu Kun Ding Bin Fan Shiming Xiang CLL VLM 32 0 0 20 Oct 2025
Forget to Know, Remember to Use: Context-Aware Unlearning for Large Language Models Yuefeng Peng Parnian Afshar Megan Ganji Thomas Butler Amir Houmansadr Mingxian Wang Dezhi Hong KELM MU CLL 44 0 0 20 Oct 2025
Contextual Attention Modulation: Towards Efficient Multi-Task Adaptation in Large Language Models Dayan Pan Zhaoyang Fu Jingyuan Wang Xiao Han Yue Zhu Xiangyu Zhao KELM CLL 40 0 0 20 Oct 2025
EndoCIL: A Class-Incremental Learning Framework for Endoscopic Image Classification Bingrong Liu Jun Shi Yushan Zheng CLL 63 0 0 20 Oct 2025
Domain Generalizable Continual Learning Hongwei Yan Guanglong Sun Zhiqi Kang Yi Zhong Liyuan Wang CLL OOD VLM 51 0 0 19 Oct 2025

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