Title
Modality-Incremental Learning with Disjoint Relevance Mapping Networks for Image-based Semantic Segmentation Niharika Hegde Shishir Muralidhara René Schuster Didier Stricker CLL 137 1 0 26 Nov 2024
Continual Deep Reinforcement Learning with Task-Agnostic Policy Distillation Muhammad Burhan Hafez Kerim Erekmen CLL 86 4 0 25 Nov 2024
Soft-TransFormers for Continual Learning Haeyong Kang Chang D. Yoo CLL 152 0 0 25 Nov 2024
Mind the Cost of Scaffold! Benign Clients May Even Become Accomplices of Backdoor Attack Xingshuo Han Xuanye Zhang Xiang Lan Haozhao Wang Shengmin Xu Shen Ren Jason Zeng Ming Wu Michael Heinrich Tianwei Zhang FedML 114 1 0 25 Nov 2024
RECAST: Reparameterized, Compact weight Adaptation for Sequential Tasks Nazia Tasnim Bryan A. Plummer CLL OffRL 171 0 0 25 Nov 2024
Revised Regularization for Efficient Continual Learning through Correlation-Based Parameter Update in Bayesian Neural Networks Sanchar Palit Biplab Banerjee S. Chaudhuri CLL 143 0 0 21 Nov 2024
CLFace: A Scalable and Resource-Efficient Continual Learning Framework for Lifelong Face Recognition Md Golam Moula Mehedi Hasan S. Sami Nasser M. Nasrabadi CLL 122 0 0 21 Nov 2024
Dealing with Synthetic Data Contamination in Online Continual Learning Maorong Wang Nicolas Michel Jiafeng Mao Toshihiko Yamasaki 97 1 0 21 Nov 2024
$C$^{2}$INet: Realizing Incremental Trajectory Prediction with Prior-Aware Continual Causal Intervention$ C $^{2}$ INet: Realizing Incremental Trajectory Prediction with Prior-Aware Continual Causal Intervention Xiaohe Li Feilong Huang Zide Fan Fangli Mou Leilei Lin Yingyan Hou Lijie Wen 133 0 0 19 Nov 2024
Continual Task Learning through Adaptive Policy Self-Composition Shengchao Hu Yuhang Zhou Ziqing Fan Jifeng Hu Li Shen Ya Zhang Dacheng Tao OffRL 130 0 0 18 Nov 2024
Targeting Negative Flips in Active Learning using Validation Sets Ryan Benkert Mohit Prabhushankar Ghassan AlRegib AAML 85 0 0 16 Nov 2024
Stable Continual Reinforcement Learning via Diffusion-based Trajectory Replay Feng Chen Fuguang Han Cong Guan Lei Yuan Zhilong Zhang Yang Yu Zongzhang Zhang 98 1 0 16 Nov 2024
Drift-Resilient TabPFN: In-Context Learning Temporal Distribution Shifts on Tabular Data Kai Helli David Schnurr Noah Hollmann Samuel G. Müller Frank Hutter OOD 170 10 0 15 Nov 2024
FedCL-Ensemble Learning: A Framework of Federated Continual Learning with Ensemble Transfer Learning Enhanced for Alzheimer's MRI Classifications while Preserving Privacy Rishit Kapoor Jesher Joshua Muralidharan Vijayarangan Natarajan B FedML OOD 162 0 0 15 Nov 2024
FedRewind: Rewinding Continual Model Exchange for Decentralized Federated Learning Luca Palazzo M. Pennisi Federica Proietto Salanitri Giovanni Bellitto S. Palazzo C. Spampinato FedML 71 0 0 14 Nov 2024
A Practical Guide to Fine-tuning Language Models with Limited Data Márton Szép Daniel Rueckert Rüdiger von Eisenhart-Rothe Florian Hinterwimmer SyDa ALM 142 2 0 14 Nov 2024
On the Convergence of Continual Federated Learning Using Incrementally Aggregated Gradients Satish Kumar Keshri Nazreen Shah Ranjitha Prasad FedML 195 0 0 12 Nov 2024
An Efficient Memory Module for Graph Few-Shot Class-Incremental Learning Dong Li Aijia Zhang Junqi Gao Biqing Qi GNN 91 3 0 11 Nov 2024
Slowing Down Forgetting in Continual Learning Pascal Janetzky Tobias Schlagenhauf Stefan Feuerriegel CLL 132 0 0 11 Nov 2024
Continual Memorization of Factoids in Language Models Howard Chen Jiayi Geng Adithya Bhaskar Dan Friedman Danqi Chen KELM 142 1 0 11 Nov 2024
Using Diffusion Models as Generative Replay in Continual Federated Learning -- What will Happen? Yongsheng Mei Liangqi Yuan Dong-Jun Han Kevin S. Chan Christopher G. Brinton Tian-Shing Lan 102 0 0 10 Nov 2024
SEEKR: Selective Attention-Guided Knowledge Retention for Continual Learning of Large Language Models Jinghan He Haiyun Guo Kuan Zhu Zihan Zhao Ming Tang Jinqiao Wang KELM 122 4 0 09 Nov 2024
Dynamic Textual Prompt For Rehearsal-free Lifelong Person Re-identification Hongyu Chen Bingliang Jiao Wenxuan Wang Peng Wang VLM 87 0 0 09 Nov 2024
Online-LoRA: Task-free Online Continual Learning via Low Rank Adaptation Xiwen Wei Guihong Li R. Marculescu 85 4 0 08 Nov 2024
Non-Stationary Learning of Neural Networks with Automatic Soft Parameter Reset Alexandre Galashov Michalis K. Titsias Andras Gyorgy Clare Lyle Razvan Pascanu Yee Whye Teh Maneesh Sahani 116 4 0 06 Nov 2024
Exploring the Stability Gap in Continual Learning: The Role of the Classification Head Wojciech Łapacz Daniel Marczak Filip Szatkowski Tomasz Trzciñski 110 1 0 06 Nov 2024
Hierarchical Orchestra of Policies Thomas P Cannon Özgür Simsek CLL 70 0 0 05 Nov 2024
Membership Inference Attacks against Large Vision-Language Models Zhan Li Yongtao Wu Yihang Chen F. Tonin Elias Abad Rocamora Volkan Cevher 86 9 0 05 Nov 2024
Continual Audio-Visual Sound Separation Weiguo Pian Yiyang Nan Shijian Deng Shentong Mo Yunhui Guo Yapeng Tian VLM CLL 121 1 0 05 Nov 2024
CIT: Rethinking Class-incremental Semantic Segmentation with a Class Independent Transformation Jinchao Ge Bowen Zhang Akide Liu Minh Hieu Phan Qi Chen Yangyang Shu Yang Zhao VLM CLL 84 0 0 05 Nov 2024
On the Loss of Context-awareness in General Instruction Fine-tuning Yihan Wang Andrew Bai Nanyun Peng Cho-Jui Hsieh 384 2 0 05 Nov 2024
Sparse Orthogonal Parameters Tuning for Continual Learning Hai-Jian Ke Kun-Peng Ning Yu-Yang Liu Jia-Yu Yao Yong-Hong Tian Li Yuan CLL 109 2 0 05 Nov 2024
SAFE: Slow and Fast Parameter-Efficient Tuning for Continual Learning with Pre-Trained Models Linglan Zhao Xuerui Zhang K. Yan Shouhong Ding Weiran Huang CLL 95 5 0 04 Nov 2024
Masked Autoencoders are Parameter-Efficient Federated Continual Learners Yuchen He Xiangfeng Wang CLL FedML 94 0 0 04 Nov 2024
FPPL: An Efficient and Non-IID Robust Federated Continual Learning Framework Yuchen He Chuyun Shen Xiangfeng Wang Bo Jin FedML 144 1 0 04 Nov 2024
Code-Switching Curriculum Learning for Multilingual Transfer in LLMs Haneul Yoo Cheonbok Park Sangdoo Yun Alice Oh Hwaran Lee 97 5 0 04 Nov 2024
Not Just Object, But State: Compositional Incremental Learning without Forgetting Yanyi Zhang Binglin Qiu Qi Jia Yu Liu Ran He CLL 132 0 0 04 Nov 2024
One VLM to Keep it Learning: Generation and Balancing for Data-free Continual Visual Question Answering Deepayan Das Davide Talon Massimiliano Mancini Yiming Wang Elisa Ricci 132 0 0 04 Nov 2024
Efficient Non-Exemplar Class-Incremental Learning with Retrospective Feature Synthesis Liang Bai Hong Song Yucong Lin Tianyu Fu Deqiang Xiao Danni Ai Jingfan Fan Jian Yang CLL 115 0 0 03 Nov 2024
Pin-Tuning: Parameter-Efficient In-Context Tuning for Few-Shot Molecular Property Prediction Liang Wang Qiang Liu Shaozhen Liu Xin Sun Shu Wu Liang Wang 116 2 0 02 Nov 2024
Class Incremental Learning with Task-Specific Batch Normalization and Out-of-Distribution Detection Xuchen Xie Yiqiao Qiu Run Lin Weishi Zheng Ruixuan Wang CLL 98 0 0 01 Nov 2024
Black-Box Forgetting Yusuke Kuwana Yuta Goto Takashi Shibata Go Irie CLL MU VLM 77 0 0 01 Nov 2024
NCAdapt: Dynamic adaptation with domain-specific Neural Cellular Automata for continual hippocampus segmentation Amin Ranem John Kalkhof Anirban Mukhopadhyay 72 0 0 30 Oct 2024
Permutation Invariant Learning with High-Dimensional Particle Filters Akhilan Boopathy Aneesh Muppidi Peggy Yang Abhiram Iyer William Yue Ila R Fiete SSL 87 0 0 30 Oct 2024
Incremental Learning of Retrievable Skills For Efficient Continual Task Adaptation Daehee Lee Minjong Yoo Woo Kyung Kim Wonje Choi Honguk Woo CLL 196 8 0 30 Oct 2024
Kinetix: Investigating the Training of General Agents through Open-Ended Physics-Based Control Tasks Michael T. Matthews Michael Beukman Chris Xiaoxuan Lu Jakob Foerster OffRL AI4CE 138 8 0 30 Oct 2024
Enhancing Safety and Robustness of Vision-Based Controllers via Reachability Analysis Kaustav Chakraborty Aryaman Gupta Somil Bansal 82 3 0 29 Oct 2024
A Multi-Agent Reinforcement Learning Testbed for Cognitive Radio Applications Sriniketh Vangaru Daniel Rosen Dylan Green Raphael Rodriguez Maxwell Wiecek Amos Johnson Alyse M. Jones William C. Headley 66 1 0 28 Oct 2024
Task Confusion and Catastrophic Forgetting in Class-Incremental Learning: A Mathematical Framework for Discriminative and Generative Modelings Milad Khademi Nori Il-Min Kim CLL 77 3 0 28 Oct 2024
Plastic Learning with Deep Fourier Features Alex Lewandowski Dale Schuurmans Marlos C. Machado CLL 102 3 0 27 Oct 2024