Title
Towards Incremental Learning in Large Language Models: A Critical Review M. Jovanovic Peter Voss ELM CLL KELM 130 5 0 28 Apr 2024
Out-of-distribution Detection in Medical Image Analysis: A survey Zesheng Hong Yubiao Yue Yubin Chen Lele Cong Huanjie Lin ... Jialong Xu Xiaoqi Yang Hechang Chen Zhenzhang Li Sihong Xie OOD 108 7 0 28 Apr 2024
Prompt Customization for Continual Learning Yong Dai Xiaopeng Hong Yabin Wang Zhiheng Ma D. Jiang Yaowei Wang 84 0 0 28 Apr 2024
Hard ASH: Sparsity and the right optimizer make a continual learner Santtu Keskinen CLL 77 1 0 26 Apr 2024
Continual Learning of Large Language Models: A Comprehensive Survey Haizhou Shi Zihao Xu Hengyi Wang Weiyi Qin Wenyuan Wang Yibin Wang Zifeng Wang Sayna Ebrahimi Hao Wang CLL KELM LRM 181 88 0 25 Apr 2024
MuseumMaker: Continual Style Customization without Catastrophic Forgetting Chenxi Liu Gan Sun Wenqi Liang Jiahua Dong Can Qin Yang Cong DiffM 145 5 0 25 Apr 2024
Distributionally Robust Safe Screening Hiroyuki Hanada Satoshi Akahane Tatsuya Aoyama Tomonari Tanaka Yoshito Okura ... Noriaki Hashimoto Taro Murayama Lee Hanju Shinya Kojima Ichiro Takeuchi 55 1 0 25 Apr 2024
MoDE: CLIP Data Experts via Clustering Jiawei Ma Po-Yao Huang Saining Xie Shang-Wen Li Luke Zettlemoyer Shih-Fu Chang Wen-tau Yih Hu Xu MoE CLIP VLM 91 14 0 24 Apr 2024
A comprehensive and easy-to-use multi-domain multi-task medical imaging meta-dataset (MedIMeta) S. Woerner Arthur Jaques Christian F. Baumgartner VLM 76 4 0 24 Apr 2024
Layer Ensemble Averaging for Improving Memristor-Based Artificial Neural Network Performance Osama Yousuf Brian D. Hoskins Karthick Ramu Mitchell Fream W. A. Borders ... M. Daniels A. Dienstfrey Jabez J. McClelland Martin Lueker-Boden Gina Adam 62 1 0 24 Apr 2024
A Unified Replay-based Continuous Learning Framework for Spatio-Temporal Prediction on Streaming Data Hao Miao Yan Zhao Chenjuan Guo Bin Yang Kai Zheng Feiteng Huang Jiandong Xie Christian S. Jensen AI4TS CLL 101 41 0 23 Apr 2024
Revisiting Neural Networks for Continual Learning: An Architectural Perspective Aojun Lu Tao Feng Hangjie Yuan Xiaotian Song Yanan Sun 92 10 0 23 Apr 2024
Dynamically Anchored Prompting for Task-Imbalanced Continual Learning Chenxing Hong Yan Jin Zhiqi Kang Yizhou Chen Mengke Li Yang Lu Hanzi Wang 99 3 0 23 Apr 2024
Q-Tuning: Queue-based Prompt Tuning for Lifelong Few-shot Language Learning Yanhui Guo Shaoyuan Xu Jinmiao Fu Jia-Wei Liu Chaosheng Dong Bryan Wang VLM CLL 88 8 0 22 Apr 2024
Brain-Inspired Continual Learning-Robust Feature Distillation and Re-Consolidation for Class Incremental Learning Hikmat Khan N. Bouaynaya Ghulam Rasool CLL 98 1 0 22 Apr 2024
A Survey on Self-Evolution of Large Language Models Zhengwei Tao Ting-En Lin Xiancai Chen Hangyu Li Yuchuan Wu Yongbin Li Zhi Jin Fei Huang Dacheng Tao Jingren Zhou LRM LM&Ro 103 27 0 22 Apr 2024
DynaMMo: Dynamic Model Merging for Efficient Class Incremental Learning for Medical Images Mohammad Areeb Qazi Ibrahim Almakky Anees Ur Rehman Hashmi Santosh Sanjeev Mohammad Yaqub MoMe 78 3 0 22 Apr 2024
I2CANSAY:Inter-Class Analogical Augmentation and Intra-Class Significance Analysis for Non-Exemplar Online Task-Free Continual Learning Songlin Dong Yingjie Chen Yuhang He Yuhan Jin Alex C. Kot Yihong Gong CLL 95 0 0 21 Apr 2024
MultiConfederated Learning: Inclusive Non-IID Data handling with Decentralized Federated Learning Michael Duchesne Kaiwen Zhang Talhi Chamseddine FedML 73 0 0 20 Apr 2024
Double Mixture: Towards Continual Event Detection from Speech Jingqi Kang Tongtong Wu Jinming Zhao Guitao Wang Yinwei Wei Haomiao Yang Guilin Qi Yuan-Fang Li Gholamreza Haffari 66 0 0 20 Apr 2024
BACS: Background Aware Continual Semantic Segmentation Mostafa ElAraby Ali Harakeh Liam Paull CLL 87 0 0 19 Apr 2024
Continual Learning on a Diet: Learning from Sparsely Labeled Streams Under Constrained Computation Wenxuan Zhang Youssef Mohamed Guohao Li Philip Torr Adel Bibi Mohamed Elhoseiny CLL 111 5 0 19 Apr 2024
FedMeS: Personalized Federated Continual Learning Leveraging Local Memory Jingru Xie Chenqi Zhu Songze Li FedML CLL 104 0 0 19 Apr 2024
Adaptive Memory Replay for Continual Learning James Seale Smith Lazar Valkov Shaunak Halbe V. Gutta Rogerio Feris Z. Kira Leonid Karlinsky 99 6 0 18 Apr 2024
Alleviating Catastrophic Forgetting in Facial Expression Recognition with Emotion-Centered Models Israel A. Laurensi A. Britto J. P. Barddal A. L. Koerich CVBM 58 1 0 18 Apr 2024
Tendency-driven Mutual Exclusivity for Weakly Supervised Incremental Semantic Segmentation Chongjie Si Xuehui Wang Xiaokang Yang Wei Shen CLL 93 2 0 18 Apr 2024
Exploring the landscape of large language models: Foundations, techniques, and challenges M. Moradi Ke Yan David Colwell Matthias Samwald Rhona Asgari OffRL 75 2 0 18 Apr 2024
Domain-Specific Block Selection and Paired-View Pseudo-Labeling for Online Test-Time Adaptation Yeonguk Yu Sungho Shin S. Back Minhwan Ko Sangjun Noh Kyoobin Lee TTA OOD 110 4 0 17 Apr 2024
Continual Offline Reinforcement Learning via Diffusion-based Dual Generative Replay Jinmei Liu Wenbin Li Xiangyu Yue Shilin Zhang Chunlin Chen Zhi Wang OffRL DiffM 88 6 0 16 Apr 2024
Optimization of Prompt Learning via Multi-Knowledge Representation for Vision-Language Models Enming Zhang Bingke Zhu Yingying Chen Qinghai Miao Ming Tang Jinqiao Wang VLM 80 0 0 16 Apr 2024
MaxFusion: Plug&Play Multi-Modal Generation in Text-to-Image Diffusion Models Nithin Gopalakrishnan Nair Jeya Maria Jose Valanarasu Vishal M. Patel MoMe 97 7 0 15 Apr 2024
Diffscaler: Enhancing the Generative Prowess of Diffusion Transformers Nithin Gopalakrishnan Nair Jeya Maria Jose Valanarasu Vishal M. Patel 98 1 0 15 Apr 2024
Towards Practical Tool Usage for Continually Learning LLMs Jerry Huang Prasanna Parthasarathi Mehdi Rezagholizadeh Sarath Chandar CLL KELM 94 7 0 14 Apr 2024
TransformerFAM: Feedback attention is working memory Dongseong Hwang Weiran Wang Zhuoyuan Huo K. Sim P. M. Mengibar 123 12 0 14 Apr 2024
Leveraging viscous Hamilton-Jacobi PDEs for uncertainty quantification in scientific machine learning Zongren Zou Tingwei Meng Paula Chen Jérome Darbon George Karniadakis 85 8 0 12 Apr 2024
Learning to Rebalance Multi-Modal Optimization by Adaptively Masking Subnetworks Yang Yang Hongpeng Pan Qingjun Jiang Yi Tian Xu Jinghui Tang 72 6 0 12 Apr 2024
Continual Learning of Range-Dependent Transmission Loss for Underwater Acoustic using Conditional Convolutional Neural Net Indu Kant Deo Akash Venkateshwaran R. Jaiman AI4CE 67 4 0 11 Apr 2024
Remembering Transformer for Continual Learning Yuwei Sun Ippei Fujisawa Arthur Juliani Jun Sakuma Ryota Kanai CLL 84 1 0 11 Apr 2024
Toward industrial use of continual learning : new metrics proposal for class incremental learning Mohamed Abbas Konaté A. Yao Thierry Chateau P. Bouges CLL 63 0 0 10 Apr 2024
Multi-Label Continual Learning for the Medical Domain: A Novel Benchmark Marina Ceccon Davide Dalle Pezze Alessandro Fabris Gian Antonio Susto CLL 84 2 0 10 Apr 2024
Fairness Evolution in Continual Learning for Medical Imaging Marina Ceccon Davide Dalle Pezze Alessandro Fabris Gian Antonio Susto OOD 137 1 0 10 Apr 2024
Calibrating Higher-Order Statistics for Few-Shot Class-Incremental Learning with Pre-trained Vision Transformers Dipam Goswami Bartlomiej Twardowski Joost van de Weijer 86 5 0 09 Apr 2024
On the Convergence of Continual Learning with Adaptive Methods Seung Han Yeon-Jae Kim Taehyun Cho Jungwoo Lee CLL 75 4 0 08 Apr 2024
Active Test-Time Adaptation: Theoretical Analyses and An Algorithm Shurui Gui Xiner Li Shuiwang Ji TTA 117 14 0 07 Apr 2024
DELTA: Decoupling Long-Tailed Online Continual Learning S. Raghavan Jiangpeng He Fengqing Zhu 109 4 0 06 Apr 2024
Continual Learning with Weight Interpolation Jkedrzej Kozal Jan Wasilewski Bartosz Krawczyk Michal Wo'zniak CLL MoMe 102 7 0 05 Apr 2024
Continual Learning of Numerous Tasks from Long-tail Distributions Liwei Kang Wee Sun Lee 108 0 0 03 Apr 2024
FedSelect: Personalized Federated Learning with Customized Selection of Parameters for Fine-Tuning Rishub Tamirisa Chulin Xie Wenxuan Bao Andy Zhou Ron Arel Aviv Shamsian 87 9 0 03 Apr 2024
Defense without Forgetting: Continual Adversarial Defense with Anisotropic & Isotropic Pseudo Replay Yuhang Zhou Zhongyun Hua AAML CLL 100 4 0 02 Apr 2024
Modality Translation for Object Detection Adaptation Without Forgetting Prior Knowledge H. R. Medeiros Masih Aminbeidokhti F. Guerrero-Peña David Latortue Eric Granger M. Pedersoli VLM 134 2 0 01 Apr 2024