iTAML: An Incremental Task-Agnostic Meta-learning Approach

25 March 2020

Jathushan Rajasegaran

Salman Khan

Papers citing "iTAML: An Incremental Task-Agnostic Meta-learning Approach"

50 / 90 papers shown

Title
Parameter-Efficient Continual Fine-Tuning: A Survey Eric Nuertey Coleman Luigi Quarantiello Ziyue Liu Qinwen Yang Samrat Mukherjee J. Hurtado Vincenzo Lomonaco CLL 29 0 0 18 Apr 2025
iADCPS: Time Series Anomaly Detection for Evolving Cyber-physical Systems via Incremental Meta-learning Jiyu Tian Mingchu Li Liming Chen Z. Wang AI4TS 21 0 0 06 Apr 2025
MetaXCR: Reinforcement-Based Meta-Transfer Learning for Cross-Lingual Commonsense Reasoning Jie He Yu Fu OffRL LRM 62 2 0 09 Mar 2025
Achieving Upper Bound Accuracy of Joint Training in Continual Learning Saleh Momeni Bing Liu CLL 82 1 0 17 Feb 2025
In-context Continual Learning Assisted by an External Continual Learner Saleh Momeni Sahisnu Mazumder Zixuan Ke Bing Liu CLL 88 0 0 20 Dec 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 50 0 0 01 Nov 2024
Collaborative Knowledge Distillation via a Learning-by-Education Node Community Anestis Kaimakamidis Ioannis Mademlis Ioannis Pitas 25 0 0 30 Sep 2024
FewShotNeRF: Meta-Learning-based Novel View Synthesis for Rapid Scene-Specific Adaptation Piraveen Sivakumar Paul Janson Jathushan Rajasegaran Thanuja D. Ambegoda 35 1 0 09 Aug 2024
Constructing Enhanced Mutual Information for Online Class-Incremental Learning Huan Zhang Fan Lyu Shenghua Fan Yujin Zheng Dingwen Wang CLL 35 0 0 26 Jul 2024
Mamba-FSCIL: Dynamic Adaptation with Selective State Space Model for Few-Shot Class-Incremental Learning Xiaojie Li Yibo Yang Jianlong Wu Bernard Ghanem Liqiang Nie Min Zhang Mamba 38 5 0 08 Jul 2024
Confidence-Based Task Prediction in Continual Disease Classification Using Probability Distribution Tanvi Verma Lukas Schwemer Mingrui Tan Fei Gao Yong Liu Huazhu Fu OOD 24 1 0 03 Jun 2024
FOCIL: Finetune-and-Freeze for Online Class Incremental Learning by Training Randomly Pruned Sparse Experts Murat Onur Yildirim Elif Ceren Gok Yildirim D. Mocanu Joaquin Vanschoren CLL 36 0 0 13 Mar 2024
OVOR: OnePrompt with Virtual Outlier Regularization for Rehearsal-Free Class-Incremental Learning Wei-Cheng Huang Chun-Fu Chen Hsiang Hsu VLM 20 11 0 06 Feb 2024
Catastrophic Forgetting in Deep Learning: A Comprehensive Taxonomy Everton L. Aleixo J. Colonna Marco Cristo Everlandio Fernandes CLL 50 22 0 16 Dec 2023
Continual learning for surface defect segmentation by subnetwork creation and selection Aleksandr Dekhovich Miguel A. Bessa CLL 24 3 0 08 Dec 2023
Efficient Expansion and Gradient Based Task Inference for Replay Free Incremental Learning Soumya Roy Vinay K. Verma Deepak Gupta CLL 29 2 0 02 Dec 2023
Density Distribution-based Learning Framework for Addressing Online Continual Learning Challenges Shilin Zhang Jiahui Wang CLL 22 0 0 22 Nov 2023
When Meta-Learning Meets Online and Continual Learning: A Survey Jaehyeon Son Soochan Lee Gunhee Kim OOD CLL 32 10 0 09 Nov 2023
Class Incremental Learning via Likelihood Ratio Based Task Prediction Haowei Lin Yijia Shao W. Qian Ningxin Pan Yiduo Guo Bing-Quan Liu CLL 24 13 0 26 Sep 2023
When Prompt-based Incremental Learning Does Not Meet Strong Pretraining Yuyao Tang Yifan Peng Weiwen Zheng CLL VLM 28 32 0 21 Aug 2023
Improving Performance in Continual Learning Tasks using Bio-Inspired Architectures Sandeep Madireddy A. Yanguas-Gil Prasanna Balaprakash CLL 13 1 0 08 Aug 2023
Random Boxes Are Open-world Object Detectors Yanghao Wang Zhongqi Yue Xiansheng Hua Hanwang Zhang ObjD 21 17 0 17 Jul 2023
Learnability and Algorithm for Continual Learning Gyuhak Kim Changnan Xiao Tatsuya Konishi Bin Liu CLL 31 24 0 22 Jun 2023
TransCoder: Towards Unified Transferable Code Representation Learning Inspired by Human Skills Qiushi Sun Nuo Chen J. Wang Xiang Li Ming Gao 24 8 0 23 May 2023
AttriCLIP: A Non-Incremental Learner for Incremental Knowledge Learning Runqi Wang Xiaoyue Duan Guoliang Kang Jianzhuang Liu Shaohui Lin Songcen Xu Jinhu Lv Baochang Zhang CLL VLM 10 29 0 19 May 2023
Mode-Aware Continual Learning for Conditional Generative Adversarial Networks Cat P. Le Juncheng Dong Ahmed Aloui Vahid Tarokh TTA GAN 22 1 0 19 May 2023
Adversary Aware Continual Learning Muhammad Umer R. Polikar AAML 17 2 0 27 Apr 2023
Open-World Continual Learning: Unifying Novelty Detection and Continual Learning Gyuhak Kim Changnan Xiao Tatsuya Konishi Zixuan Ke Bin Liu CLL OODD 29 12 0 20 Apr 2023
Computationally Budgeted Continual Learning: What Does Matter? Ameya Prabhu Hasan Hammoud P. Dokania Philip H. S. Torr Ser-Nam Lim Bernard Ghanem Adel Bibi CLL 30 61 0 20 Mar 2023
New Insights on Relieving Task-Recency Bias for Online Class Incremental Learning Guoqiang Liang Zhaojie Chen Zhaoqiang Chen Shiyu Ji Yanning Zhang CLL 27 11 0 16 Feb 2023
Online Continual Learning via the Knowledge Invariant and Spread-out Properties Ya-nan Han Jian-wei Liu CLL 30 7 0 02 Feb 2023
A Comprehensive Survey of Continual Learning: Theory, Method and Application Liyuan Wang Xingxing Zhang Hang Su Jun Zhu KELM CLL 36 598 0 31 Jan 2023
RMM: Reinforced Memory Management for Class-Incremental Learning Yaoyao Liu Bernt Schiele Qianru Sun CLL 21 92 0 14 Jan 2023
A Theoretical Study on Solving Continual Learning Gyuhak Kim Changnan Xiao Tatsuya Konishi Zixuan Ke Bin Liu CLL 19 70 0 04 Nov 2022
TAME: Task Agnostic Continual Learning using Multiple Experts Haoran Zhu Maryam Majzoubi Arihant Jain A. Choromańska OOD 11 3 0 08 Oct 2022
Distance Based Image Classification: A solution to generative classification's conundrum? Wen-Yan Lin Siying Liu B. Dai Hongdong Li VLM 37 2 0 04 Oct 2022
Optimizing Class Distribution in Memory for Multi-Label Online Continual Learning Yanyan Liang Wu-Jun Li CLL 16 8 0 23 Sep 2022
Online Continual Learning via the Meta-learning Update with Multi-scale Knowledge Distillation and Data Augmentation Ya-nan Han Jian-wei Liu KELM CLL 33 10 0 12 Sep 2022
Selecting Related Knowledge via Efficient Channel Attention for Online Continual Learning Ya-nan Han Jian-wei Liu CLL 15 0 0 09 Sep 2022
Anti-Retroactive Interference for Lifelong Learning Runqi Wang Yuxiang Bao Baochang Zhang Jianzhuang Liu Wentao Zhu Guodong Guo KELM CLL 13 20 0 27 Aug 2022
SCALE: Online Self-Supervised Lifelong Learning without Prior Knowledge Xiaofan Yu Yunhui Guo Sicun Gao Tajana Simunic CLL SSL 28 14 0 24 Aug 2022
A Multi-Head Model for Continual Learning via Out-of-Distribution Replay Gyuhak Kim Zixuan Ke Bin Liu VLM CLL OODD 15 29 0 20 Aug 2022
Continual Prune-and-Select: Class-incremental learning with specialized subnetworks Aleksandr Dekhovich David Tax M. Sluiter Miguel A. Bessa CLL 21 19 0 09 Aug 2022
Lifelong DP: Consistently Bounded Differential Privacy in Lifelong Machine Learning Phung Lai Han Hu Nhathai Phan Ruoming Jin My T. Thai An M. Chen 13 1 0 26 Jul 2022
UC-OWOD: Unknown-Classified Open World Object Detection Zhi-zong Wu Yue Lu Xingyu Chen Zhengxing Wu Liwen Kang Junzhi Yu 17 55 0 23 Jul 2022
E2-AEN: End-to-End Incremental Learning with Adaptively Expandable Network Guimei Cao Zhanzhan Cheng Yunlu Xu Duo Li Shiliang Pu Yi Niu Fei Wu CLL 17 2 0 14 Jul 2022
Memory Population in Continual Learning via Outlier Elimination J. Hurtado Alain Raymond-Sáez Vladimir Araujo Vincenzo Lomonaco Alvaro Soto D. Bacciu 25 9 0 04 Jul 2022
TKIL: Tangent Kernel Approach for Class Balanced Incremental Learning Jinlin Xiang Eli Shlizerman CLL 11 8 0 17 Jun 2022
Continual Object Detection: A review of definitions, strategies, and challenges Angelo G. Menezes Gustavo de Moura Cézanne Alves André C. P. L. F. de Carvalho ObjD 55 51 0 30 May 2022
A Comprehensive Survey of Few-shot Learning: Evolution, Applications, Challenges, and Opportunities Yisheng Song Ting-Yuan Wang S. Mondal J. P. Sahoo SLR 50 342 0 13 May 2022