Title
Balanced Gradient Sample Retrieval for Enhanced Knowledge Retention in Proxy-based Continual Learning Hongye Xu Jan Wasilewski Bartosz Krawczyk CLL 125 0 0 19 Dec 2024
Hierarchical Subspaces of Policies for Continual Offline Reinforcement Learning Anthony Kobanda Rémy Portelas Odalric-Ambrym Maillard Ludovic Denoyer OffRL CLL 92 0 0 19 Dec 2024
Enabling Realtime Reinforcement Learning at Scale with Staggered Asynchronous Inference Matthew D Riemer G. Subbaraj Glen Berseth Irina Rish OffRL 92 1 0 18 Dec 2024
ConDo: Continual Domain Expansion for Absolute Pose Regression Zijun Li Z. Cai B. Yang Xuelun Shen Siqi Shen Xiaoliang Fan Michael Paulitsch Cheng-Yu Wang CLL 103 0 0 18 Dec 2024
Enhancing Talk Moves Analysis in Mathematics Tutoring through Classroom Teaching Discourse Jie Cao Abhijit Suresh Jennifer Jacobs Charis Clevenger Amanda Howard Chelsea Brown Brent Milne Tom Fischaber T. Sumner James H. Martin 91 1 0 18 Dec 2024
Rehearsal-Free Continual Federated Learning with Synergistic Synaptic Intelligence Yichen Li Yuying Wang Haozhao Wang Yining Qi Tianzhe Xiao Ruixuan Li 132 1 0 18 Dec 2024
Relation-Guided Adversarial Learning for Data-free Knowledge Transfer Yingping Liang Ying Fu 82 1 0 16 Dec 2024
Linked Adapters: Linking Past and Future to Present for Effective Continual Learning Dupati Srikar Chandra P. K. Srijith Dana Rezazadegan Chris McCarthy CLL 83 0 0 14 Dec 2024
CONCLAD: COntinuous Novel CLAss Detector Amanda Rios I. Ndiour Parual Datta Omesh Tickoo Nilesh A. Ahuja 113 0 0 13 Dec 2024
Feat2GS: Probing Visual Foundation Models with Gaussian Splatting Yue Chen Xingyu Chen Anpei Chen Gerard Pons-Moll Yuliang Xiu 3DGS 101 3 0 12 Dec 2024
Scaling Sequential Recommendation Models with Transformers Pablo Zivic Hernán Ceferino Vázquez Jorge Sanchez OffRL LRM 91 1 0 10 Dec 2024
Parseval Regularization for Continual Reinforcement Learning Wesley Chung Lynn Cherif David Meger Doina Precup CLL 96 2 0 10 Dec 2024
How to Merge Your Multimodal Models Over Time? Sebastian Dziadzio Vishaal Udandarao Karsten Roth Ameya Prabhu Zeynep Akata Samuel Albanie Matthias Bethge MoMe 121 4 0 09 Dec 2024
Class Balance Matters to Active Class-Incremental Learning Zitong Huang Zhaoyu Chen Yuanze Li Bowen Dong Erjin Zhou Y. Liu Rick Siow Mong Goh Chun-Mei Feng W. Zuo CLL 96 0 0 09 Dec 2024
Continual Learning for Segment Anything Model Adaptation Jinglong Yang Yichen Wu Jun Cen Wenjian Huang Hong Wang Jianguo Zhang TTA CLL 100 0 0 09 Dec 2024
Towards Brain Passage Retrieval -- An Investigation of EEG Query Representations Niall McGuire Yashar Moshfeghi 62 0 0 09 Dec 2024
Directed Structural Adaptation to Overcome Statistical Conflicts and Enable Continual Learning Zeki Doruk Erden Boi Faltings 72 2 0 05 Dec 2024
Sustainable Self-evolution Adversarial Training Wenxuan Wang Chenglei Wang Huihui Qi Menghao Ye Xuelin Qian Peng Wang Yanning Zhang AAML 96 0 0 03 Dec 2024
Deep evolving semi-supervised anomaly detection Jack Belham Aryan Bhosale Samrat Mukherjee Biplab Banerjee Fabio Cuzzolin 82 0 0 01 Dec 2024
Adaptive Rank, Reduced Forgetting: Knowledge Retention in Continual Learning Vision-Language Models with Dynamic Rank-Selective LoRA Haodong Lu Chongyang Zhao Jason Xue Lina Yao Kristen Moore Dong Gong CLL KELM VLM 113 6 0 01 Dec 2024
Dual Risk Minimization: Towards Next-Level Robustness in Fine-tuning Zero-Shot Models Kaican Li Weiyan Xie Yongxiang Huang Didan Deng Lanqing Hong Zechao Li Ricardo Silva N. Zhang 92 0 0 29 Nov 2024
DESIRE: Dynamic Knowledge Consolidation for Rehearsal-Free Continual Learning Haiyang Guo Fei Zhu Fanhu Zeng Bing Liu Xu-Yao Zhang MoMe CLL 103 3 0 28 Nov 2024
Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models Minhyeok Lee 87 0 0 27 Nov 2024
Continual Learning in Machine Speech Chain Using Gradient Episodic Memory Geoffrey Tyndall Kurniawati Azizah Dipta Tanaya Ayu Purwarianti Dessi Lestari S. Sakti CLL 81 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 90 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 95 1 0 26 Nov 2024
Continual Deep Reinforcement Learning with Task-Agnostic Policy Distillation Muhammad Burhan Hafez Kerim Erekmen CLL 76 2 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 108 0 0 25 Nov 2024
RECAST: Reparameterized, Compact weight Adaptation for Sequential Tasks Nazia Tasnim Bryan A. Plummer CLL OffRL 93 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 99 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 78 0 0 21 Nov 2024
Dealing with Synthetic Data Contamination in Online Continual Learning Maorong Wang Nicolas Michel Jiafeng Mao Toshihiko Yamasaki 67 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 82 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 82 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 56 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 95 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 92 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 31 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 72 2 0 14 Nov 2024
On the Convergence of Continual Federated Learning Using Incrementally Aggregated Gradients Satish Kumar Keshri Nazreen Shah Ranjitha Prasad FedML 41 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 55 1 0 11 Nov 2024
Continual Memorization of Factoids in Language Models Howard Chen Jiayi Geng Adithya Bhaskar Dan Friedman Danqi Chen KELM 78 1 0 11 Nov 2024
Slowing Down Forgetting in Continual Learning Pascal Janetzky Tobias Schlagenhauf Stefan Feuerriegel CLL 62 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 51 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 67 1 0 09 Nov 2024
Dynamic Textual Prompt For Rehearsal-free Lifelong Person Re-identification Hongyu Chen Bingliang Jiao Wenxuan Wang Peng Wang VLM 54 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