Title
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 146 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 145 4 0 27 Oct 2024
Vector Quantization Prompting for Continual Learning L. Jiao Qiuxia Lai Yu LI Qiang Xu VLM CLL 79 5 0 27 Oct 2024
Self-Normalized Resets for Plasticity in Continual Learning Vivek F. Farias Adam D. Jozefiak CLL 85 2 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 82 3 0 24 Oct 2024
Continual Learning on a Data Diet Elif Ceren Gok Yildirim Murat Onur Yildirim Joaquin Vanschoren CLL 75 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 102 13 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 134 4 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 104 0 0 22 Oct 2024
Unsupervised Replay Strategies for Continual Learning with Limited Data Anthony Bazhenov Pahan Dewasurendra G. Krishnan Jean Erik Delanois CLL 58 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 83 1 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 89 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 98 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 30 0 0 20 Oct 2024
Budgeted Online Continual Learning by Adaptive Layer Freezing and Frequency-based Sampling Minhyuk Seo Hyunseo Koh Jonghyun Choi 122 3 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 127 0 0 18 Oct 2024
CFTS-GAN: Continual Few-Shot Teacher Student for Generative Adversarial Networks Munsif Ali L. Rossi Massimo Bertozzi GAN CLL 80 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 113 19 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 122 5 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 52 0 0 16 Oct 2024
Dynamic Learning Rate for Deep Reinforcement Learning: A Bandit Approach Henrique Donâncio Antoine Barrier Leah F. South Florence Forbes 71 0 0 16 Oct 2024
Expand and Compress: Exploring Tuning Principles for Continual Spatio-Temporal Graph Forecasting Wei Chen Yuxuan Liang AI4TS 105 2 0 16 Oct 2024
Overcoming Domain Limitations in Open-vocabulary Segmentation Dongjun Hwang Seong Joon Oh Junsuk Choe SSeg OOD 188 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 442 2 0 15 Oct 2024
Unveiling Options with Neural Decomposition Mahdi Alikhasi Levi H. S. Lelis 96 0 0 15 Oct 2024
Neural networks that overcome classic challenges through practice Kazuki Irie Brenden M. Lake 102 6 0 14 Oct 2024
Queryable Prototype Multiple Instance Learning with Vision-Language Models for Incremental Whole Slide Image Classification Jiaxiang Gou Luping Ji Pei Liu Mao Ye VLM 74 0 0 14 Oct 2024
Continual Deep Reinforcement Learning to Prevent Catastrophic Forgetting in Jamming Mitigation Kemal Davaslioglu Sastry Kompella T. Erpek Y. Sagduyu 72 1 0 14 Oct 2024
Continual Learning Improves Zero-Shot Action Recognition Shreyank N. Gowda Davide Moltisanti Laura Sevilla-Lara BDL VLM CLL 146 1 0 14 Oct 2024
ATLAS: Adapter-Based Multi-Modal Continual Learning with a Two-Stage Learning Strategy Hong Li Zhiquan Tan Xingyu Li Weiran Huang CLL MoMe 78 1 0 14 Oct 2024
Replay-and-Forget-Free Graph Class-Incremental Learning: A Task Profiling and Prompting Approach Chaoxi Niu Guansong Pang Ling-Hao Chen Bing Liu CLL 153 6 0 14 Oct 2024
Scalable Multi-Domain Adaptation of Language Models using Modular Experts Peter Schafhalter Shun Liao Yanqi Zhou Chih-Kuan Yeh Arun Kandoor James Laudon MoE 84 1 0 14 Oct 2024
Is Parameter Collision Hindering Continual Learning in LLMs? Shuo Yang Hai-Jian Ke Yu-Yang Liu Jia-Yu Yao Yong-Hong Tian Yi-Bing Song Li Yuan MoMe CLL 110 4 0 14 Oct 2024
RoCoFT: Efficient Finetuning of Large Language Models with Row-Column Updates Md. Kowsher Tara Esmaeilbeig Chun-Nam Yu Chen Chen Mojtaba Soltanalian Niloofar Yousefi 92 1 0 14 Oct 2024
MoIN: Mixture of Introvert Experts to Upcycle an LLM Ajinkya Tejankar K. Navaneet Ujjawal Panchal Kossar Pourahmadi Hamed Pirsiavash MoE 136 0 0 13 Oct 2024
Self-Data Distillation for Recovering Quality in Pruned Large Language Models Vithursan Thangarasa Ganesh Venkatesh Mike Lasby Nish Sinnadurai Sean Lie SyDa 181 2 0 13 Oct 2024
Zero-shot Commonsense Reasoning over Machine Imagination Hyuntae Park Yeachan Kim Jun-Hyung Park S. Lee ReLM VLM LRM 38 1 0 12 Oct 2024
Adapters for Altering LLM Vocabularies: What Languages Benefit the Most? HyoJung Han Akiko Eriguchi Haoran Xu Hieu T. Hoang Marine Carpuat Huda Khayrallah VLM 116 3 0 12 Oct 2024
Temporal-Difference Variational Continual Learning Luckeciano C. Melo Alessandro Abate Yarin Gal BDL CLL VLM 135 0 0 10 Oct 2024
Generalizing Segmentation Foundation Model Under Sim-to-real Domain-shift for Guidewire Segmentation in X-ray Fluoroscopy Yuxuan Wen Evgenia Roussinova Olivier Brina Paolo Machi Mohamed Bouri OOD MedIm 110 1 0 09 Oct 2024
Continual Learning: Less Forgetting, More OOD Generalization via Adaptive Contrastive Replay Hossein Rezaei Mohammad Sabokrou CLL 74 0 0 09 Oct 2024
Efficient Weight-Space Laplace-Gaussian Filtering and Smoothing for Sequential Deep Learning Joanna Sliwa Frank Schneider Nathanael Bosch Agustinus Kristiadi Philipp Hennig BDL CLL 88 2 0 09 Oct 2024
Continual Learning in the Frequency Domain Ruiqi Liu Boyu Diao Libo Huang Zijia An Zhulin An Yongjun Xu VLM CLL 98 8 0 09 Oct 2024
Happy: A Debiased Learning Framework for Continual Generalized Category Discovery Shijie Ma Fei Zhu Zhun Zhong Wenzhuo Liu Xu-Yao Zhang Cheng-Lin Liu CLL 94 9 0 09 Oct 2024
LeanAgent: Lifelong Learning for Formal Theorem Proving Adarsh Kumarappan Mo Tiwari Peiyang Song Robert Joseph George Chaowei Xiao Anima Anandkumar CLL LLMAG LRM 153 9 0 08 Oct 2024
Generalizing to any diverse distribution: uniformity, gentle finetuning and rebalancing Andreas Loukas Karolis Martinkus Ed Wagstaff Kyunghyun Cho OOD 89 1 0 08 Oct 2024
Brain-inspired continual pre-trained learner via silent synaptic consolidation Xuming Ran Juntao Yao Yusong Wang Mingkun Xu Dianbo Liu AAML CLL 63 0 0 08 Oct 2024
ModalPrompt:Dual-Modality Guided Prompt for Continual Learning of Large Multimodal Models Fanhu Zeng Fei Zhu Haiyang Guo Xu-Yao Zhang Cheng-Lin Liu VLM CLL 82 12 0 08 Oct 2024
Does RoBERTa Perform Better than BERT in Continual Learning: An Attention Sink Perspective Xueying Bai Yifan Sun Niranjan Balasubramanian CLL 75 0 0 08 Oct 2024
CLOSER: Towards Better Representation Learning for Few-Shot Class-Incremental Learning Junghun Oh Sungyong Baik Kyoung Mu Lee CLL 91 4 0 08 Oct 2024