Title
Continual Learning in Machine Speech Chain Using Gradient Episodic Memory Geoffrey Tyndall Kurniawati Azizah Dipta Tanaya Ayu Purwarianti Dessi Lestari S. Sakti CLL 73 0 0 27 Nov 2024
A gentle push funziona benissimo: making instructed models in Italian via contrastive activation steering Daniel Scalena Elisabetta Fersini Malvina Nissim LLMSV 83 0 0 27 Nov 2024
DECODE: Domain-aware Continual Domain Expansion for Motion Prediction Boqi Li Haojie Zhu Henry X. Liu 92 0 0 26 Nov 2024
Modality-Incremental Learning with Disjoint Relevance Mapping Networks for Image-based Semantic Segmentation Niharika Hegde Shishir Muralidhara René Schuster Didier Stricker CLL 91 1 0 26 Nov 2024
Continual Deep Reinforcement Learning with Task-Agnostic Policy Distillation Muhammad Burhan Hafez Kerim Erekmen CLL 66 1 0 25 Nov 2024
BadSFL: Backdoor Attack against Scaffold Federated Learning Xingshuo Han Xuanye Zhang Xiang Lan Haozhao Wang Shengmin Xu Shen Ren Jason Zeng Ming Wu Michael Heinrich Tianwei Zhang FedML 69 1 0 25 Nov 2024
Soft-TransFormers for Continual Learning Haeyong Kang Chang D. Yoo CLL 93 0 0 25 Nov 2024
RECAST: Reparameterized, Compact weight Adaptation for Sequential Tasks Nazia Tasnim Bryan A. Plummer CLL OffRL 79 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 83 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 73 0 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 75 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 77 0 0 18 Nov 2024
Targeting Negative Flips in Active Learning using Validation Sets Ryan Benkert Mohit Prabhushankar Ghassan AlRegib AAML 45 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 45 0 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 36 5 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 76 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 28 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 49 2 0 14 Nov 2024
On the Convergence of Continual Federated Learning Using Incrementally Aggregated Gradients Satish Kumar Keshri Nazreen Shah Ranjitha Prasad FedML 38 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 48 1 0 11 Nov 2024
Continual Memorization of Factoids in Language Models Howard Chen Jiayi Geng Adithya Bhaskar Dan Friedman Danqi Chen KELM 62 0 0 11 Nov 2024
Slowing Down Forgetting in Continual Learning Pascal Janetzky Tobias Schlagenhauf Stefan Feuerriegel CLL 39 0 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 43 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 50 1 0 09 Nov 2024
Dynamic Textual Prompt For Rehearsal-free Lifelong Person Re-identification Hongyu Chen Bingliang Jiao Wenxuan Wang Peng Wang VLM 51 0 0 09 Nov 2024
Online-LoRA: Task-free Online Continual Learning via Low Rank Adaptation Xiwen Wei Guihong Li R. Marculescu 52 2 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 43 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 41 1 0 06 Nov 2024
Hierarchical Orchestra of Policies Thomas P Cannon Özgür Simsek CLL 39 0 0 05 Nov 2024
Membership Inference Attacks against Large Vision-Language Models Zhan Li Yongtao Wu Yihang Chen F. Tonin Elias Abad Rocamora V. Cevher 44 4 0 05 Nov 2024
Continual Audio-Visual Sound Separation Weiguo Pian Yiyang Nan Shijian Deng Shentong Mo Yunhui Guo Yapeng Tian VLM CLL 55 0 0 05 Nov 2024
Sparse Orthogonal Parameters Tuning for Continual Learning Kun-Peng Ning Hai-Jian Ke Yu-Yang Liu Jia-Yu Yao Yong-Hong Tian Li Yuan CLL 35 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 37 0 0 05 Nov 2024
Feature Map Similarity Reduction in Convolutional Neural Networks Zakariae Belmekki Jun Li Patrick Reuter David Antonio Gómez Jáuregui Karl Jenkins 31 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 177 1 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 47 2 0 04 Nov 2024
Masked Autoencoders are Parameter-Efficient Federated Continual Learners Yuchen He Xiangfeng Wang CLL FedML 47 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 32 1 0 04 Nov 2024
Code-Switching Curriculum Learning for Multilingual Transfer in LLMs Haneul Yoo Cheonbok Park Sangdoo Yun Alice Oh Hwaran Lee 42 3 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 49 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 55 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 46 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 51 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 57 0 0 01 Nov 2024
Black-Box Forgetting Yusuke Kuwana Yuta Goto Takashi Shibata Go Irie CLL MU VLM 31 0 0 01 Nov 2024
NCAdapt: Dynamic adaptation with domain-specific Neural Cellular Automata for continual hippocampus segmentation Amin Ranem John Kalkhof Anirban Mukhopadhyay 33 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 51 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 101 5 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 41 3 0 30 Oct 2024
Enhancing Safety and Robustness of Vision-Based Controllers via Reachability Analysis Kaustav Chakraborty Aryaman Gupta Somil Bansal 31 2 0 29 Oct 2024