Title
Dynamic Continual Learning: Harnessing Parameter Uncertainty for Improved Network Adaptation Christopher Angelini N. Bouaynaya BDL 94 0 0 18 Jan 2025
Flexible task abstractions emerge in linear networks with fast and bounded units Kai Sandbrink Jan P. Bauer A. Proca Andrew M. Saxe Christopher Summerfield Ali Hummos 124 2 0 17 Jan 2025
Dynamic Prototype Rehearsal for Continual Learning in ECG Arrhythmia Detection Sana Rahmani Reetam Chatterjee Ali Etemad J. Hashemi 78 0 0 13 Jan 2025
A Contrastive Symmetric Forward-Forward Algorithm (SFFA) for Continual Learning Tasks Erik B. Terres-Escudero Javier Del Ser Pablo García Bringas AAML CLL 115 0 0 10 Jan 2025
Domain-Incremental Semantic Segmentation for Autonomous Driving under Adverse Driving Conditions Shishir Muralidhara René Schuster Didier Stricker CLL 573 0 0 10 Jan 2025
Soup to go: mitigating forgetting during continual learning with model averaging Anat Kleiman Gintare Karolina Dziugaite Jonathan Frankle Sham Kakade Mansheej Paul MoMe CLL KELM 113 3 0 09 Jan 2025
Federated-Continual Dynamic Segmentation of Histopathology guided by Barlow Continuity Niklas Babendererde Haozhe Zhu Moritz Fuchs J. Stieber Anirban Mukhopadhyay FedML OOD 142 0 0 08 Jan 2025
Superposition in Transformers: A Novel Way of Building Mixture of Experts Ayoub Ben Chaliah Hela Dellagi CLL KELM 60 0 0 08 Jan 2025
QuIM-RAG: Advancing Retrieval-Augmented Generation with Inverted Question Matching for Enhanced QA Performance Binita Saha Utsha Saha Muhammad Zubair Malik RALM 3DV 102 6 0 06 Jan 2025
Persistence of Backdoor-based Watermarks for Neural Networks: A Comprehensive Evaluation Anh Tu Ngo Chuan Song Heng Nandish Chattopadhyay Anupam Chattopadhyay AAML 481 1 0 06 Jan 2025
Evaluating Concurrent Robustness of Language Models Across Diverse Challenge Sets Vatsal Gupta Pranshu Pandya Tushar Kataria Vivek Gupta Dan Roth AAML 194 1 0 03 Jan 2025
Generate to Discriminate: Expert Routing for Continual Learning Yewon Byun Sanket Vaibhav Mehta Saurabh Garg Emma Strubell Michael Oberst Bryan Wilder Zachary Chase Lipton 195 0 0 31 Dec 2024
Functional Risk Minimization Ferran Alet Clement Gehring Tomás Lozano-Pérez Kenji Kawaguchi Joshua B. Tenenbaum Leslie Pack Kaelbling OffRL 145 0 0 31 Dec 2024
HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs Junying Chen Zhenyang Cai Ke Ji Xiang Wang Wanlong Liu Rongsheng Wang Jianye Hou Benyou Wang LRM 93 0 0 25 Dec 2024
Prompt Tuning for Item Cold-start Recommendation Yuezihan Jiang Gaode Chen Wenhan Zhang Jiadong Wang Yinjie Jiang Qi Zhang Jingjian Lin Peng Jiang Kaigui Bian VLM 81 1 0 24 Dec 2024
On the Generalization and Adaptation Ability of Machine-Generated Text Detectors in Academic Writing Yule Liu Zhiyuan Zhong Yifan Liao Zhen Sun Jingyi Zheng ... Qingyuan Gong Fenghua Tong Yang Chen Yang Zhang Xinlei He DeLMO 132 0 0 23 Dec 2024
Hierarchically Gated Experts for Efficient Online Continual Learning Kevin Luong Michael Thielscher CLL OffRL 131 0 0 22 Dec 2024
Joint Knowledge Editing for Information Enrichment and Probability Promotion Wenhang Shi Yiren Chen Shuqing Bian Xinyi Zhang Zhe Zhao Pengfei Hu Wei Lu Xiaoyong Du KELM 95 1 0 22 Dec 2024
Algorithm Design for Continual Learning in IoT Networks Shugang Hao Lingjie Duan CLL 158 0 0 22 Dec 2024
Chained Tuning Leads to Biased Forgetting Megan Ung Alicia Sun Samuel J. Bell Bhaktipriya Radharapu Levent Sagun Adina Williams CLL KELM 181 0 0 21 Dec 2024
Uncertainty Quantification in Continual Open-World Learning Amanda Rios I. Ndiour Parual Datta Jaroslaw Sydir Omesh Tickoo Nilesh A. Ahuja BDL 133 0 0 21 Dec 2024
Continual Learning Using a Kernel-Based Method Over Foundation Models Saleh Momeni Sahisnu Mazumder Bing-Quan Liu CLL 158 2 0 20 Dec 2024
In-context Continual Learning Assisted by an External Continual Learner Saleh Momeni Sahisnu Mazumder Zixuan Ke Bing Liu CLL 171 1 0 20 Dec 2024
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 243 0 0 20 Dec 2024
Balanced Gradient Sample Retrieval for Enhanced Knowledge Retention in Proxy-based Continual Learning Hongye Xu Jan Wasilewski Bartosz Krawczyk CLL 201 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 180 1 0 19 Dec 2024
Enabling Realtime Reinforcement Learning at Scale with Staggered Asynchronous Inference Matthew D Riemer G. Subbaraj Glen Berseth Irina Rish OffRL 143 2 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 155 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 116 2 0 18 Dec 2024
Cross-Lingual Transfer of Debiasing and Detoxification in Multilingual LLMs: An Extensive Investigation Vera Neplenbroek Arianna Bisazza Raquel Fernández 232 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 218 1 0 18 Dec 2024
Relation-Guided Adversarial Learning for Data-free Knowledge Transfer Yingping Liang Ying Fu 120 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 95 0 0 14 Dec 2024
CONCLAD: COntinuous Novel CLAss Detector Amanda Rios I. Ndiour Parual Datta Omesh Tickoo Nilesh A. Ahuja 168 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 139 4 0 12 Dec 2024
Scaling Sequential Recommendation Models with Transformers Pablo Zivic Hernán Ceferino Vázquez Jorge Sanchez OffRL LRM 124 1 0 10 Dec 2024
Parseval Regularization for Continual Reinforcement Learning Wesley Chung Lynn Cherif David Meger Doina Precup CLL 125 5 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 205 7 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 141 1 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 131 0 0 09 Dec 2024
Directed Structural Adaptation to Overcome Statistical Conflicts and Enable Continual Learning Zeki Doruk Erden Boi Faltings 113 4 0 05 Dec 2024
Sustainable Self-evolution Adversarial Training Wenxuan Wang Chenglei Wang Huihui Qi Menghao Ye Xuelin Qian Peng Wang Yanning Zhang AAML 141 0 0 03 Dec 2024
Deep evolving semi-supervised anomaly detection Jack Belham Aryan Bhosale Samrat Mukherjee Biplab Banerjee Fabio Cuzzolin 123 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 236 7 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 Hao Sun Ricardo Silva N. Zhang 160 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 151 4 0 28 Nov 2024
Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models Minhyeok Lee 102 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 98 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 144 0 0 27 Nov 2024
DECODE: Domain-aware Continual Domain Expansion for Motion Prediction Boqi Li Haojie Zhu Henry X. Liu 139 1 0 26 Nov 2024