Title
Exploring Open-world Continual Learning with Knowns-Unknowns Knowledge Transfer Yujie Li Guannan Lai Xin Yang Yongbin Li Marcello Bonsangue Tianrui Li CLL VLM 169 0 0 27 Feb 2025
Order-Robust Class Incremental Learning: Graph-Driven Dynamic Similarity Grouping Guannan Lai Yujie Li Xiangkun Wang Jing Zhang Tianrui Li Xin Yang CLL 134 3 0 27 Feb 2025
One-for-More: Continual Diffusion Model for Anomaly Detection Xiaofan Li Xin Tan Zhuo Chen Zhizhong Zhang Ruixin Zhang ... Guanna Jiang Yulong Chen Yanyun Qu Lizhuang Ma Yuan Xie DiffM 158 2 0 27 Feb 2025
Incremental Learning with Repetition via Pseudo-Feature Projection Benedikt Tscheschner Eduardo Veas Marc Masana CLL 85 0 0 27 Feb 2025
From Offline to Online Memory-Free and Task-Free Continual Learning via Fine-Grained Hypergradients Nicolas Michel Maorong Wang Jiangpeng He Toshihiko Yamasaki CLL 95 0 0 26 Feb 2025
C-LoRA: Continual Low-Rank Adaptation for Pre-trained Models Xin Zhang Liang Bai Xian Yang Jiye Liang CLL 164 1 0 25 Feb 2025
PVBF: A Framework for Mitigating Parameter Variation Imbalance in Online Continual Learning Zelin Tao Hao Deng Mingqing Liu Lijun Zhang Shengjie Zhao CLL 155 0 0 25 Feb 2025
SECURA: Sigmoid-Enhanced CUR Decomposition with Uninterrupted Retention and Low-Rank Adaptation in Large Language Models Yuxuan Zhang CLL ALM 199 1 0 25 Feb 2025
Feature Aggregation with Latent Generative Replay for Federated Continual Learning of Socially Appropriate Robot Behaviours Nikhil Churamani Saksham Checker Fethiye Irmak Dogan Hao-Tien Lewis Chiang Hatice Gunes FedML 167 1 0 24 Feb 2025
CLIMB-3D: Continual Learning for Imbalanced 3D Instance Segmentation Vishal Thengane Jean Lahoud Hisham Cholakkal Rao Muhammad Anwer L. Yin Xiatian Zhu Salman Khan CLL 501 0 0 24 Feb 2025
Recurrent Knowledge Identification and Fusion for Language Model Continual Learning Yujie Feng Xujia Wang Zexin Lu Shenghong Fu Guangyuan Shi Yongxin Xu Yasha Wang Philip S. Yu Xu Chu Xiao-Ming Wu CLL KELM 130 1 0 22 Feb 2025
Beyond Fixed Variables: Expanding-variate Time Series Forecasting via Flat Scheme and Spatio-temporal Focal Learning Minbo Ma Kai Tang Huan Li Fei Teng Dalin Zhang Tianrui Li AI4TS 107 0 0 21 Feb 2025
Eliminating Backdoors in Neural Code Models for Secure Code Understanding Weisong Sun Yuchen Chen Chunrong Fang Yebo Feng Yuan Xiao An Guo Quanjun Zhang Yang Liu Baowen Xu Zhenyu Chen AAML 164 1 0 21 Feb 2025
CSTRL: Context-Driven Sequential Transfer Learning for Abstractive Radiology Report Summarization Mst. Fahmida Sultana Naznin Adnan Ibney Faruq Mostafa Rifat Tazwar Md Jobayer Md. Mehedi Hasan Shawon Md Rakibul Hasan MedIm 72 0 0 21 Feb 2025
Data Attribution for Text-to-Image Models by Unlearning Synthesized Images Sheng-Yu Wang Aaron Hertzmann Alexei A. Efros Jun-Yan Zhu Richard Zhang TDI 214 3 0 21 Feb 2025
Revealing and Mitigating Over-Attention in Knowledge Editing Pinzheng Wang Zecheng Tang Keyan Zhou Junlin Li Qiaoming Zhu Hao Fei KELM 189 3 0 21 Feb 2025
On the Design of Safe Continual RL Methods for Control of Nonlinear Systems Austin Coursey Marcos Quiñones-Grueiro Gautam Biswas 142 0 0 21 Feb 2025
Theory on Mixture-of-Experts in Continual Learning Hongbo Li Sen-Fon Lin Lingjie Duan Yingbin Liang Ness B. Shroff MoE MoMe CLL 287 17 0 20 Feb 2025
Continually Learning Structured Visual Representations via Network Refinement with Rerelation Zeki Doruk Erden Boi Faltings CLL 133 2 0 20 Feb 2025
ConSense: Continually Sensing Human Activity with WiFi via Growing and Picking Rong Li Tao Deng Siwei Feng Mingjie Sun Juncheng Jia CLL 77 1 0 18 Feb 2025
Lightweight Online Adaption for Time Series Foundation Model Forecasts Thomas L. Lee William Toner Rajkarn Singh Artjom Joosem Martin Asenov AI4TS 131 1 0 18 Feb 2025
Cross-Domain Continual Learning for Edge Intelligence in Wireless ISAC Networks Jingzhi Hu Xin Li Zhou Su Jun Luo 187 0 0 18 Feb 2025
Achieving Upper Bound Accuracy of Joint Training in Continual Learning Saleh Momeni Bing Liu CLL 177 1 0 17 Feb 2025
On the Computation of the Fisher Information in Continual Learning Gido M. van de Ven FedML 137 2 0 17 Feb 2025
Neural Networks Remember More: The Power of Parameter Isolation and Combination Biqing Zeng Zehan Li Aladdin Ayesh CLL KELM 75 0 0 16 Feb 2025
Unlocking the Power of Function Vectors for Characterizing and Mitigating Catastrophic Forgetting in Continual Instruction Tuning Gangwei Jiang Caigao Jiang Zhaoyi Li Siqiao Xue Jun-ping Zhou Linqi Song Defu Lian Yin Wei CLL MU 178 2 0 16 Feb 2025
Ten Challenging Problems in Federated Foundation Models Tao Fan Hanlin Gu Xuemei Cao Chee Seng Chan Qian Chen ... Yu Zhang Xiaojin Zhang Zhenzhe Zheng Lixin Fan Qiang Yang FedML 182 8 0 14 Feb 2025
AttenGluco: Multimodal Transformer-Based Blood Glucose Forecasting on AI-READI Dataset Ebrahim Farahmand Reza Rahimi Azghan Nooshin Taheri Chatrudi Eric Kim Gautham Krishna Gudur Edison Thomaz Giulia Pedrielli Pavan Turaga Hassan Ghasemzadeh 193 3 0 14 Feb 2025
Analysis of Overparameterization in Continual Learning under a Linear Model Daniel Goldfarb Paul Hand CLL 106 0 0 11 Feb 2025
Prompt-Driven Continual Graph Learning Qi Wang Tianfei Zhou Ye Yuan Rui Mao CLL 149 0 0 10 Feb 2025
Position: Continual Learning Benefits from An Evolving Population over An Unified Model Aojun Lu Junchao Ke Chunhui Ding Jiahao Fan Yanan Sun CLL 121 0 0 10 Feb 2025
Skill Expansion and Composition in Parameter Space Tenglong Liu Junjie Li Yinan Zheng Haoyi Niu Yixing Lan Xin Xu Xianyuan Zhan 135 4 0 09 Feb 2025
Demystifying Catastrophic Forgetting in Two-Stage Incremental Object Detector Qirui Wu Shizhou Zhang De Cheng Yinghui Xing Di Xu Peng Wang Yanning Zhang ObjD 282 0 0 08 Feb 2025
Optimal Subspace Inference for the Laplace Approximation of Bayesian Neural Networks Josua Faller Jörg Martin BDL 173 0 0 04 Feb 2025
$Online Curvature-Aware Replay: Leveraging $\mathbf{2^{nd}}$ Order Information for Online Continual Learning$ Online Curvature-Aware Replay: Leveraging $\mathbf{2^{nd}}$ Order Information for Online Continual Learning Edoardo Urettini Antonio Carta 110 0 0 03 Feb 2025
Activation by Interval-wise Dropout: A Simple Way to Prevent Neural Networks from Plasticity Loss Sangyeon Park Isaac Han Seungwon Oh Kyung-Joong Kim 135 2 0 03 Feb 2025
HuViDPO:Enhancing Video Generation through Direct Preference Optimization for Human-Centric Alignment Lifan Jiang Boxi Wu Jiahui Zhang Xiaotong Guan Shuang Chen VGen 116 1 0 02 Feb 2025
DesCLIP: Robust Continual Adaptation via General Attribute Descriptions for Pretrained Vision-Language Models Chiyuan He Zihuan Qiu Fanman Meng Linfeng Xu Qi Wu Haoyang Li VLM CLL KELM 163 0 0 02 Feb 2025
VLM-Assisted Continual learning for Visual Question Answering in Self-Driving Yuxin Lin Mengshi Qi Liang Liu Huadong Ma CLL 89 2 0 02 Feb 2025
Iterative Feature Space Optimization through Incremental Adaptive Evaluation Yanping Wu Yanyong Huang Zhengzhang Chen Zijun Yao Yanjie Fu Kunpeng Liu Xiao Luo Dongjie Wang 66 0 0 28 Jan 2025
Variational Bayesian Adaptive Learning of Deep Latent Variables for Acoustic Knowledge Transfer Hu Hu Sabato Marco Siniscalchi Chao-Han Huck Yang Chin-Hui Lee 128 0 0 28 Jan 2025
Multiple Queries with Multiple Keys: A Precise Prompt Matching Paradigm for Prompt-based Continual Learning Dunwei Tu Huiyu Yi Yanjie Wang Baile Xu Jian Zhao Furao Shen CLL 200 0 0 28 Jan 2025
Federated Class-Incremental Learning: A Hybrid Approach Using Latent Exemplars and Data-Free Techniques to Address Local and Global Forgetting Milad Khademi Nori Il-Min Kim Guanghui CLL 183 2 0 26 Jan 2025
Understanding and Mitigating Gender Bias in LLMs via Interpretable Neuron Editing Zeping Yu Sophia Ananiadou KELM 133 3 0 24 Jan 2025
How to Alleviate Catastrophic Forgetting in LLMs Finetuning? Hierarchical Layer-Wise and Element-Wise Regularization Shangwen Wang Hao Xu Jun Ma Huijun Liu Long Peng Qian Wan Xiaodong Liu Jie Yu KELM CLL ALM 184 0 0 23 Jan 2025
A margin-based replacement for cross-entropy loss Michael W. Spratling Heiko H. Schütt 160 0 0 21 Jan 2025
Keeping LLMs Aligned After Fine-tuning: The Crucial Role of Prompt Templates Kaifeng Lyu Haoyu Zhao Xinran Gu Dingli Yu Anirudh Goyal Sanjeev Arora ALM 133 59 0 20 Jan 2025
IOR: Inversed Objects Replay for Incremental Object Detection Zijia An Boyu Diao Libo Huang Ruiqi Liu Zhulin An Yongjun Xu 97 0 0 20 Jan 2025
CLOFAI: A Dataset of Real And Fake Image Classification Tasks for Continual Learning William Doherty Anton Lee Heitor Murilo Gomes CLL 121 0 0 19 Jan 2025
Transfer Learning Strategies for Pathological Foundation Models: A Systematic Evaluation in Brain Tumor Classification Ken Enda Yoshitaka Oda Zen-ichi Tanei Wang Lei Masumi Tsuda ... Shinya Tanaka Takahiro Ogawa Wang Lei Masumi Tsuda Shinya Tanaka 163 0 0 19 Jan 2025