Task-Free Continual Learning

10 December 2018

Tinne Tuytelaars

Papers citing "Task-Free Continual Learning"

50 / 219 papers shown

Title
Online Continual Learning For Interactive Instruction Following Agents Byeonghwi Kim Minhyuk Seo Jonghyun Choi CLL LM&Ro 73 8 0 12 Mar 2024
Continual Learning and Catastrophic Forgetting Gido M. van de Ven Nicholas Soures Dhireesha Kudithipudi 45 49 0 08 Mar 2024
Exploring Continual Learning of Compositional Generalization in NLI Xiyan Fu Anette Frank CLL LRM 32 3 0 07 Mar 2024
COPR: Continual Human Preference Learning via Optimal Policy Regularization Han Zhang Lin Gui Yu Lei Yuanzhao Zhai Yehong Zhang ... Hui Wang Yue Yu Kam-Fai Wong Bin Liang Ruifeng Xu CLL 39 4 0 22 Feb 2024
Neuro-mimetic Task-free Unsupervised Online Learning with Continual Self-Organizing Maps Hitesh U. Vaidya Travis J. Desell A. Mali Alexander Ororbia CLL 34 2 0 19 Feb 2024
Continual Learning on Graphs: A Survey Zonggui Tian Duanhao Zhang Hong-Ning Dai 52 5 0 09 Feb 2024
A Novel Hyperdimensional Computing Framework for Online Time Series Forecasting on the Edge Mohamed Mejri C. Amarnath Abhijit Chatterjee AI4TS 14 4 0 03 Feb 2024
Unsupervised Continual Anomaly Detection with Contrastively-learned Prompt Jiaqi Liu Kai Wu Qiang Nie Ying Chen Bin-Bin Gao Yong-Jin Liu Jinbao Wang Chengjie Wang Feng Zheng CLL 38 17 0 02 Jan 2024
Doubly Perturbed Task Free Continual Learning Byung Hyun Lee Min-hwan Oh Se Young Chun 29 3 0 20 Dec 2023
DSS: A Diverse Sample Selection Method to Preserve Knowledge in Class-Incremental Learning Sahil Nokhwal Nirman Kumar CLL 17 3 0 14 Dec 2023
Wake-Sleep Consolidated Learning Amelia Sorrenti Giovanni Bellitto Federica Proietto Salanitri M. Pennisi S. Palazzo C. Spampinato CLL 41 0 0 06 Dec 2023
Label Delay in Online Continual Learning Botos Csaba Wenxuan Zhang Matthias Muller Ser-Nam Lim Mohamed Elhoseiny Philip Torr Adel Bibi CLL 45 0 0 01 Dec 2023
Concept Matching: Clustering-based Federated Continual Learning Xiaopeng Jiang Marcello Restelli FedML 34 0 0 12 Nov 2023
When Meta-Learning Meets Online and Continual Learning: A Survey Jaehyeon Son Soochan Lee Gunhee Kim OOD CLL 40 11 0 09 Nov 2023
COPR: Continual Learning Human Preference through Optimal Policy Regularization Han Zhang Lin Gui Yuanzhao Zhai Hui Wang Yu Lei Ruifeng Xu CLL 51 0 0 24 Oct 2023
STELLA: Continual Audio-Video Pre-training with Spatio-Temporal Localized Alignment Jaewoo Lee Jaehong Yoon Wonjae Kim Yunji Kim Sung Ju Hwang CLL 19 1 0 12 Oct 2023
Class-Incremental Learning Using Generative Experience Replay Based on Time-aware Regularization Zizhao Hu Mohammad Rostami CLL BDL 28 3 0 05 Oct 2023
OpenIncrement: A Unified Framework for Open Set Recognition and Deep Class-Incremental Learning Jiawen Xu Claas Grohnfeldt O. Kao BDL CLL 21 2 0 05 Oct 2023
Generalized Benders Decomposition with Continual Learning for Hybrid Model Predictive Control in Dynamic Environment Xuan Lin 31 2 0 05 Oct 2023
Chunking: Continual Learning is not just about Distribution Shift Thomas L. Lee Amos Storkey 27 1 0 03 Oct 2023
Elephant Neural Networks: Born to Be a Continual Learner Qingfeng Lan A. Rupam Mahmood CLL 53 9 0 02 Oct 2023
HPCR: Holistic Proxy-based Contrastive Replay for Online Continual Learning Huiwei Lin Shanshan Feng Baoquan Zhang Xutao Li Yew-Soon Ong CLL 47 0 0 26 Sep 2023
OneNet: Enhancing Time Series Forecasting Models under Concept Drift by Online Ensembling Yifan Zhang Qingsong Wen Xue Wang Weiqiu Chen Liang Sun Z. Zhang Liang Wang Rong Jin Tien-Ping Tan AI4TS 46 28 0 22 Sep 2023
Clustering-based Domain-Incremental Learning Christiaan Lamers René Vidal A. Belbachir Niki van Stein Thomas Baeck Paris Giampouras CLL OOD 32 10 0 21 Sep 2023
Towards Robust Continual Learning with Bayesian Adaptive Moment Regularization Jack Foster Alexandra Brintrup CLL 50 0 0 15 Sep 2023
Task Generalization with Stability Guarantees via Elastic Dynamical System Motion Policies Tianyu Li Nadia Figueroa 24 7 0 05 Sep 2023
Federated Orthogonal Training: Mitigating Global Catastrophic Forgetting in Continual Federated Learning Yavuz Faruk Bakman D. Yaldiz Yahya H. Ezzeldin A. Avestimehr CLL FedML 32 15 0 03 Sep 2023
Online Continual Learning on Hierarchical Label Expansion Byung Hyun Lee Ok-Cheol Jung Jonghyun Choi S. Chun CLL 36 8 0 28 Aug 2023
A Fusion of Variational Distribution Priors and Saliency Map Replay for Continual 3D Reconstruction Sanchar Palit S. Biswas 39 0 0 17 Aug 2023
Graph Relation Aware Continual Learning Q. Shen Weijieying Ren Wei Qin CLL BDL 31 2 0 16 Aug 2023
Do You Remember? Overcoming Catastrophic Forgetting for Fake Audio Detection Xiaohui Zhang Jiangyan Yi J. Tao Chenglong Wang Chuyuan Zhang CLL 36 23 0 07 Aug 2023
Continual Learning in Predictive Autoscaling Hongyan Hao Zhixuan Chu Shiyi Zhu Gangwei Jiang Yan Wang Caigao Jiang James Y. Zhang Wei Jiang Siqiao Xue Junqing Zhou 52 4 0 29 Jul 2023
XLDA: Linear Discriminant Analysis for Scaling Continual Learning to Extreme Classification at the Edge Karan Shah Vishruth Veerendranath Anushka Hebbar Raghavendra Bhat 28 0 0 21 Jul 2023
A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning Zhenyi Wang Enneng Yang Li Shen Heng-Chiao Huang KELM MU 39 49 0 16 Jul 2023
Test-Time Training on Video Streams Renhao Wang Yu Sun Yossi Gandelsman Xinlei Chen Alexei A. Efros Alexei A. Efros Xiaolong Wang TTA ViT 3DGS 47 16 0 11 Jul 2023
Improving Online Continual Learning Performance and Stability with Temporal Ensembles Albin Soutif--Cormerais Antonio Carta Joost van de Weijer CLL 15 11 0 29 Jun 2023
Prediction Error-based Classification for Class-Incremental Learning Michal Zajkac Tinne Tuytelaars Gido M. van de Ven CLL 31 8 0 30 May 2023
Learning without Forgetting for Vision-Language Models Da-Wei Zhou Yuanhan Zhang Jingyi Ning Jingyi Ning De-Chuan Zhan De-Chuan Zhan Ziwei Liu VLM CLL 74 37 0 30 May 2023
The Curse of Recursion: Training on Generated Data Makes Models Forget Ilia Shumailov Zakhar Shumaylov Yiren Zhao Y. Gal Nicolas Papernot Ross J. Anderson DiffM 31 282 0 27 May 2023
Brain-Inspired Spiking Neural Network for Online Unsupervised Time Series Prediction Biswadeep Chakraborty Saibal Mukhopadhyay 24 7 0 10 Apr 2023
Continual Detection Transformer for Incremental Object Detection Yaoyao Liu Bernt Schiele Andrea Vedaldi Christian Rupprecht CLL 18 52 0 06 Apr 2023
Remind of the Past: Incremental Learning with Analogical Prompts Zhiheng Ma Xiaopeng Hong Beinan Liu Yabin Wang Pinyue Guo Huiyun Li CLL 34 1 0 24 Mar 2023
Adiabatic replay for continual learning Alexander Krawczyk A. Gepperth 42 3 0 23 Mar 2023
Self-Supervised Unseen Object Instance Segmentation via Long-Term Robot Interaction Ya Lu Ninad Khargonkar Zesheng Xu Charles Averill Kamalesh Palanisamy Kaiyu Hang Yunhui Guo Nicholas Ruozzi Yu Xiang 33 10 0 07 Feb 2023
Utility-based Perturbed Gradient Descent: An Optimizer for Continual Learning Mohamed Elsayed A. R. Mahmood CLL 21 6 0 07 Feb 2023
Online Reinforcement Learning in Non-Stationary Context-Driven Environments Pouya Hamadanian Arash Nasr-Esfahany Malte Schwarzkopf Siddartha Sen MohammadIman Alizadeh CLL OffRL 50 0 0 04 Feb 2023
A Comprehensive Survey of Continual Learning: Theory, Method and Application Liyuan Wang Xingxing Zhang Hang Su Jun Zhu KELM CLL 51 611 0 31 Jan 2023
Probabilistic Bilevel Coreset Selection Xiao Zhou Renjie Pi Weizhong Zhang Yong Lin Tong Zhang NoLa 31 27 0 24 Jan 2023
Knowledge Acquisition and Completion for Long-Term Human-Robot Interactions using Knowledge Graph Embedding E. Bartoli F. Argenziano V. Suriani Daniele Nardi 16 4 0 17 Jan 2023
On Sequential Bayesian Inference for Continual Learning Samuel Kessler Adam D. Cobb Tim G. J. Rudner S. Zohren Stephen J. Roberts CLL BDL 64 6 0 04 Jan 2023