Title
Exploring the Stability Gap in Continual Learning: The Role of the Classification Head Wojciech Łapacz Daniel Marczak Filip Szatkowski Tomasz Trzciñski 64 1 0 06 Nov 2024
Hierarchical Orchestra of Policies Thomas P Cannon Özgür Simsek CLL 49 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 54 4 0 05 Nov 2024
Continual Audio-Visual Sound Separation Weiguo Pian Yiyang Nan Shijian Deng Shentong Mo Yunhui Guo Yapeng Tian VLM CLL 67 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 42 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 50 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 38 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 237 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 50 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 57 1 0 04 Nov 2024
Code-Switching Curriculum Learning for Multilingual Transfer in LLMs Haneul Yoo Cheonbok Park Sangdoo Yun Alice Oh Hwaran Lee 47 4 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 54 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 65 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 67 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 53 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 64 0 0 01 Nov 2024
Black-Box Forgetting Yusuke Kuwana Yuta Goto Takashi Shibata Go Irie CLL MU VLM 45 0 0 01 Nov 2024
NCAdapt: Dynamic adaptation with domain-specific Neural Cellular Automata for continual hippocampus segmentation Amin Ranem John Kalkhof Anirban Mukhopadhyay 55 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 121 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 5 0 30 Oct 2024
Enhancing Safety and Robustness of Vision-Based Controllers via Reachability Analysis Kaustav Chakraborty Aryaman Gupta Somil Bansal 50 2 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 42 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 49 3 0 28 Oct 2024
Plastic Learning with Deep Fourier Features Alex Lewandowski Dale Schuurmans Marlos C. Machado CLL 51 3 0 27 Oct 2024
Vector Quantization Prompting for Continual Learning L. Jiao Qiuxia Lai Yu LI Qiang Xu VLM CLL 44 3 0 27 Oct 2024
FuseFL: One-Shot Federated Learning through the Lens of Causality with Progressive Model Fusion Zhenheng Tang Yonggang Zhang Peijie Dong Y. Cheung Amelie Chi Zhou Bo Han Xiaowen Chu FedML MoMe AI4CE 59 9 0 27 Oct 2024
Historical Test-time Prompt Tuning for Vision Foundation Models Jingyi Zhang Jiaxing Huang Xiaoqin Zhang Ling Shao Shijian Lu VLM 67 4 0 27 Oct 2024
Self-Normalized Resets for Plasticity in Continual Learning Vivek F. Farias Adam D. Jozefiak CLL 57 1 0 26 Oct 2024
Delta: A Cloud-assisted Data Enrichment Framework for On-Device Continual Learning Chen Gong Zhenzhe Zheng Fan Wu Xiaofeng Jia Guihai Chen LMTD FedML 44 2 0 24 Oct 2024
Continual Learning on a Data Diet Elif Ceren Gok Yildirim Murat Onur Yildirim Joaquin Vanschoren CLL 43 0 0 23 Oct 2024
How to Continually Adapt Text-to-Image Diffusion Models for Flexible Customization? Jiahua Dong Wenqi Liang Hongliu Li Duzhen Zhang Meng Cao Henghui Ding Salman Khan Fahad Shahbaz Khan DiffM 68 11 0 23 Oct 2024
Closed-form merging of parameter-efficient modules for Federated Continual Learning Riccardo Salami Pietro Buzzega Matteo Mosconi Jacopo Bonato Luigi Sabetta Simone Calderara FedML MoMe CLL 56 3 0 23 Oct 2024
Controlled Low-Rank Adaptation with Subspace Regularization for Continued Training on Large Language Models Yuheng Lu Bingshuo Qian Caixia Yuan Huixing Jiang Xiaojie Wang CLL 44 0 0 22 Oct 2024
Unsupervised Replay Strategies for Continual Learning with Limited Data Anthony Bazhenov Pahan Dewasurendra G. Krishnan Jean Erik Delanois CLL 29 0 0 21 Oct 2024
Exploring Continual Fine-Tuning for Enhancing Language Ability in Large Language Model Divyanshu Aggarwal Sankarshan Damle Navin Goyal Satya Lokam Sunayana Sitaram CLL 41 0 0 21 Oct 2024
Solving Continual Offline RL through Selective Weights Activation on Aligned Spaces Jifeng Hu Sili Huang Li Shen Zhejian Yang Shengchao Hu Shisong Tang Hechang Chen Yi Chang Dacheng Tao Lichao Sun OffRL 60 0 0 21 Oct 2024
Hybrid Memory Replay: Blending Real and Distilled Data for Class Incremental Learning Jiangtao Kong Jiacheng Shi Ashley Gao Shaohan Hu Dinesh Manocha Huajie Shao VLM DD 49 1 0 20 Oct 2024
SNAP: Stopping Catastrophic Forgetting in Hebbian Learning with Sigmoidal Neuronal Adaptive Plasticity Tianyi Xu Patrick Zheng Shiyan Liu Sicheng Lyu Isabeau Prémont-Schwarz 22 0 0 20 Oct 2024
Budgeted Online Continual Learning by Adaptive Layer Freezing and Frequency-based Sampling Minhyuk Seo Hyunseo Koh Jonghyun Choi 53 1 0 19 Oct 2024
Assessing Open-world Forgetting in Generative Image Model Customization Héctor Laria Alex Gomez-Villa Imad Eddine Marouf Bogdan Raducanu Bogdan Raducanu VLM DiffM 47 0 0 18 Oct 2024
CFTS-GAN: Continual Few-Shot Teacher Student for Generative Adversarial Networks Munsif Ali L. Rossi Massimo Bertozzi GAN CLL 38 2 0 17 Oct 2024
LoRA Soups: Merging LoRAs for Practical Skill Composition Tasks Akshara Prabhakar Yuanzhi Li Karthik Narasimhan Sham Kakade Eran Malach Samy Jelassi MoMe 66 12 0 16 Oct 2024
Merge to Learn: Efficiently Adding Skills to Language Models with Model Merging Jacob Morrison Noah A. Smith Hannaneh Hajishirzi Pang Wei Koh Jesse Dodge Pradeep Dasigi KELM MoMe CLL 55 1 0 16 Oct 2024
Expand and Compress: Exploring Tuning Principles for Continual Spatio-Temporal Graph Forecasting Wei Chen Yuxuan Liang AI4TS 50 1 0 16 Oct 2024
SeQuiFi: Mitigating Catastrophic Forgetting in Speech Emotion Recognition with Sequential Class-Finetuning Sarthak Jain Orchid Chetia Phukan Swarup Ranjan Behera Arun Balaji Buduru Rajesh Sharma CLL 31 0 0 16 Oct 2024
Dynamic Learning Rate for Deep Reinforcement Learning: A Bandit Approach Henrique Donâncio Antoine Barrier Leah F. South Florence Forbes 37 0 0 16 Oct 2024
Overcoming Domain Limitations in Open-vocabulary Segmentation Dongjun Hwang Seong Joon Oh Junsuk Choe SSeg OOD 83 0 0 15 Oct 2024
Enhance Graph Alignment for Large Language Models Haitong Luo Xuying Meng Suhang Wang Tianxiang Zhao Fali Wang Hanyun Cao Yujun Zhang 300 1 0 15 Oct 2024