Title
Continual Learning-Aided Super-Resolution Scheme for Channel Reconstruction and Generalization in OFDM Systems Jianqiao Chen Nan Ma Wenkai Liu Xiaodong Xu Ping Zhang SupR CLL 48 0 0 28 Feb 2025
Order-Robust Class Incremental Learning: Graph-Driven Dynamic Similarity Grouping Guannan Lai Yujie Li Xiangkun Wang Jingyang Zhang Tianrui Li Xin Yang CLL 51 2 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 60 1 0 27 Feb 2025
Incremental Learning with Repetition via Pseudo-Feature Projection Benedikt Tscheschner Eduardo Veas Marc Masana CLL 51 0 0 27 Feb 2025
Exploring Open-world Continual Learning with Knowns-Unknowns Knowledge Transfer Yujie Li Guannan Lai Xin Yang Heng Chang Marcello Bonsangue Tianrui Li CLL VLM 84 0 0 27 Feb 2025
Online Prototypes and Class-Wise Hypergradients for Online Continual Learning with Pre-Trained Models Nicolas Michel Maorong Wang Jiangpeng He Toshihiko Yamasaki CLL 59 0 0 26 Feb 2025
C-LoRA: Continual Low-Rank Adaptation for Pre-trained Models Xin Zhang Liang Bai Xian Yang Jiye Liang CLL 65 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 70 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 73 1 0 25 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 44 0 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 235 0 0 24 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 91 1 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 43 1 0 22 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 41 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 111 1 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 128 2 0 21 Feb 2025
Revealing and Mitigating Over-Attention in Knowledge Editing Pinzheng Wang Zecheng Tang Keyan Zhou J. Li Qiaoming Zhu Hao Fei KELM 126 2 0 21 Feb 2025
On the Design of Safe Continual RL Methods for Control of Nonlinear Systems Austin Coursey Marcos Quiñones-Grueiro Gautam Biswas 36 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 155 14 0 20 Feb 2025
Continually Learning Structured Visual Representations via Network Refinement with Rerelation Zeki Doruk Erden Boi Faltings CLL 77 0 0 20 Feb 2025
Cross-Domain Continual Learning for Edge Intelligence in Wireless ISAC Networks Jingzhi Hu Xin Li Zhou Su Jun Luo 73 0 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 45 1 0 18 Feb 2025
ConSense: Continually Sensing Human Activity with WiFi via Growing and Picking Rong Li Tao Deng Siwei Feng Mingjie Sun Juncheng Jia CLL 51 1 0 18 Feb 2025
Achieving Upper Bound Accuracy of Joint Training in Continual Learning Saleh Momeni Bing Liu CLL 89 1 0 17 Feb 2025
Cross-Lingual Transfer of Debiasing and Detoxification in Multilingual LLMs: An Extensive Investigation Vera Neplenbroek Arianna Bisazza Raquel Fernández 110 0 0 17 Feb 2025
On the Computation of the Fisher Information in Continual Learning Gido M. van de Ven FedML 54 1 0 17 Feb 2025
Continual Learning with Strategic Selection and Forgetting for Network Intrusion Detection Xinchen Zhang Running Zhao Zhihan Jiang Handi Chen Yulong Ding Edith C.H. Ngai Shuang-Hua Yang AAML 92 0 0 17 Feb 2025
Neural Networks Remember More: The Power of Parameter Isolation and Combination Biqing Zeng Zehan Li Aladdin Ayesh CLL KELM 43 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 63 1 0 16 Feb 2025
Ten Challenging Problems in Federated Foundation Models Tao Fan Hanlin Gu Xuemei Cao Chee Seng Chan Qian Chen ... Yuanyuan Zhang Xiaojin Zhang Zhenzhe Zheng Lixin Fan Qiang Yang FedML 89 4 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 87 3 0 14 Feb 2025
Analysis of Overparameterization in Continual Learning under a Linear Model Daniel Goldfarb Paul Hand CLL 39 0 0 11 Feb 2025
Prompt-Driven Continual Graph Learning Qi Wang Tianfei Zhou Ye Yuan Rui Mao CLL 47 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 74 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 64 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 66 0 0 08 Feb 2025
Optimal Subspace Inference for the Laplace Approximation of Bayesian Neural Networks Josua Faller Jörg Martin BDL 75 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 75 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 64 2 0 03 Feb 2025
DesCLIP: Robust Continual Adaptation via General Attribute Descriptions for Pretrained Vision-Language Models Chiyuan He Zihuan Qiu Fanman Meng Linfeng Xu Qingbo Wu Yiming Li VLM CLL KELM 70 0 0 02 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 71 1 0 02 Feb 2025
VLM-Assisted Continual learning for Visual Question Answering in Self-Driving Yuxin Lin Mengshi Qi Liang Liu Huadong Ma CLL 48 1 0 02 Feb 2025
A Three-Branch Checks-and-Balances Frameworkfor Context-Aware Ethical Alignment of Large Language Models Edward Y. Chang AILaw 63 0 0 31 Jan 2025
Multiple Queries with Multiple Keys: A Precise Prompt Matching Paradigm for Prompt-based Continual Learning Dunwei Tu Huiyu Yi Yunhong Wang Baile Xu Jian Zhao Furao Shen CLL 123 0 0 28 Jan 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 42 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 85 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 Kim Guanghui CLL 70 1 0 26 Jan 2025
Understanding and Mitigating Gender Bias in LLMs via Interpretable Neuron Editing Zeping Yu Sophia Ananiadou KELM 53 1 0 24 Jan 2025
How to Alleviate Catastrophic Forgetting in LLMs Finetuning? Hierarchical Layer-Wise and Element-Wise Regularization Shezheng Song Hao Xu Jun Ma Shasha Li Long Peng Qian Wan Xiaodong Liu Jie Yu KELM CLL ALM 73 0 0 23 Jan 2025
A margin-based replacement for cross-entropy loss Michael W. Spratling Heiko H. Schütt 73 0 0 21 Jan 2025