Task-Free Continual Learning

10 December 2018

Tinne Tuytelaars

Papers citing "Task-Free Continual Learning"

50 / 219 papers shown

Title
Wanderlust: Online Continual Object Detection in the Real World Jianren Wang Xin Wang Shang-Guan Yue Abhinav Gupta 22 57 0 25 Aug 2021
Online Continual Learning with Natural Distribution Shifts: An Empirical Study with Visual Data Zhipeng Cai Ozan Sener V. Koltun CLL 33 83 0 20 Aug 2021
Continual Semi-Supervised Learning through Contrastive Interpolation Consistency Matteo Boschini Pietro Buzzega Lorenzo Bonicelli Angelo Porrello Simone Calderara CLL 35 40 0 14 Aug 2021
Self-learning sparse PCA for multimode process monitoring Jingxin Zhang Donghua Zhou Maoyin Chen 31 16 0 07 Aug 2021
Sequoia: A Software Framework to Unify Continual Learning Research Fabrice Normandin Florian Golemo O. Ostapenko Pau Rodríguez López Matthew D Riemer ... Dominic Zhao Timothée Lesort Laurent Charlin Irina Rish Massimo Caccia CLL 19 20 0 02 Aug 2021
Continual Novelty Detection Rahaf Aljundi Daniel Olmeda Reino N. Chumerin Richard Turner 27 11 0 24 Jun 2021
Task-agnostic Continual Learning with Hybrid Probabilistic Models Polina Kirichenko Mehrdad Farajtabar Dushyant Rao Balaji Lakshminarayanan Nir Levine Ang Li Huiyi Hu A. Wilson Razvan Pascanu VLM BDL CLL 27 19 0 24 Jun 2021
Iterative Network Pruning with Uncertainty Regularization for Lifelong Sentiment Classification Binzong Geng Min Yang Fajie Yuan Shupeng Wang Xiang Ao Ruifeng Xu CLL 15 19 0 21 Jun 2021
Encoders and Ensembles for Task-Free Continual Learning Murray Shanahan Christos Kaplanis Jovana Mitrović CLL 23 24 0 27 May 2021
Continual Learning for Real-World Autonomous Systems: Algorithms, Challenges and Frameworks Khadija Shaheen Muhammad Abdullah Hanif Osman Hasan Muhammad Shafique CLL 27 91 0 26 May 2021
How Well Does Self-Supervised Pre-Training Perform with Streaming Data? Dapeng Hu Shipeng Yan Qizhengqiu Lu Lanqing Hong Hailin Hu Yifan Zhang Zhenguo Li Xinchao Wang Jiashi Feng 53 28 0 25 Apr 2021
Class-Incremental Experience Replay for Continual Learning under Concept Drift Lukasz Korycki Bartosz Krawczyk 23 31 0 24 Apr 2021
Class-Incremental Learning with Generative Classifiers Gido M. van de Ven Zhe Li A. Tolias BDL 50 58 0 20 Apr 2021
Unsupervised Continual Learning Via Pseudo Labels Jiangpeng He Feng Zhu SSL CLL 19 25 0 14 Apr 2021
New Insights on Reducing Abrupt Representation Change in Online Continual Learning Lucas Caccia Rahaf Aljundi Nader Asadi Tinne Tuytelaars Joelle Pineau Eugene Belilovsky CLL 21 189 0 11 Apr 2021
Avalanche: an End-to-End Library for Continual Learning Vincenzo Lomonaco Lorenzo Pellegrini Andrea Cossu Antonio Carta G. Graffieti ... Christopher Kanan Joost van de Weijer Tinne Tuytelaars D. Bacciu Davide Maltoni BDL AI4TS 42 181 0 01 Apr 2021
Rectification-based Knowledge Retention for Continual Learning Pravendra Singh Pratik Mazumder Piyush Rai Vinay P. Namboodiri CLL 24 41 0 30 Mar 2021
A resource-efficient method for repeated HPO and NAS problems Giovanni Zappella David Salinas Cédric Archambeau 19 5 0 30 Mar 2021
Online Lifelong Generalized Zero-Shot Learning C. Gautam S. Parameswaran Ashish Mishra Suresh Sundaram CLL 26 9 0 19 Mar 2021
Continual Learning for Recurrent Neural Networks: an Empirical Evaluation Andrea Cossu Antonio Carta Vincenzo Lomonaco D. Bacciu CLL 41 107 0 12 Mar 2021
Towards Continual, Online, Self-Supervised Depth Muhammad Umar Karim Khan TTA CLL 33 2 0 28 Feb 2021
POLA: Online Time Series Prediction by Adaptive Learning Rates Wenyu Zhang AI4TS 21 3 0 17 Feb 2021
The Surprising Positive Knowledge Transfer in Continual 3D Object Shape Reconstruction Anh Thai Stefan Stojanov Zixuan Huang Isaac Rehg James M. Rehg CLL 38 0 0 18 Jan 2021
Towards Recognizing New Semantic Concepts in New Visual Domains Massimiliano Mancini OOD 31 0 0 16 Dec 2020
A Review of Open-World Learning and Steps Toward Open-World Learning Without Labels Mohsen Jafarzadeh A. Dhamija Steve Cruz Chunchun Li T. Ahmad Terrance E. Boult VLM OffRL 33 9 0 25 Nov 2020
Energy-Based Models for Continual Learning Shuang Li Yilun Du Gido M. van de Ven Igor Mordatch 27 42 0 24 Nov 2020
A Comprehensive Study of Class Incremental Learning Algorithms for Visual Tasks Eden Belouadah Adrian Daniel Popescu Ioannis Kanellos CLL 27 214 0 03 Nov 2020
Class-incremental learning: survey and performance evaluation on image classification Marc Masana Xialei Liu Bartlomiej Twardowski Mikel Menta Andrew D. Bagdanov Joost van de Weijer CLL 37 666 0 28 Oct 2020
Class-incremental Learning with Pre-allocated Fixed Classifiers F. Pernici Matteo Bruni C. Baecchi F. Turchini A. Bimbo CLL 31 37 0 16 Oct 2020
Sequential Changepoint Detection in Neural Networks with Checkpoints Michalis K. Titsias Jakub Sygnowski Yutian Chen BDL 10 11 0 06 Oct 2020
Continual Prototype Evolution: Learning Online from Non-Stationary Data Streams Matthias De Lange Tinne Tuytelaars CLL 18 199 0 02 Sep 2020
Lifelong Graph Learning Chen Wang Yuheng Qiu Dasong Gao Sebastian Scherer CLL GNN AI4CE 26 51 0 01 Sep 2020
Online Class-Incremental Continual Learning with Adversarial Shapley Value Dongsub Shim Zheda Mai Jihwan Jeong Scott Sanner Hyunwoo J. Kim Jongseong Jang CLL 13 6 0 31 Aug 2020
Active Class Incremental Learning for Imbalanced Datasets Eden Belouadah Adrian Daniel Popescu Umang Aggarwal Léo Saci CLL 18 12 0 25 Aug 2020
ARCADe: A Rapid Continual Anomaly Detector A. Frikha Denis Krompass Volker Tresp 21 11 0 10 Aug 2020
Online Continual Learning under Extreme Memory Constraints Enrico Fini Stéphane Lathuilière E. Sangineto Moin Nabi Elisa Ricci CLL 38 63 0 04 Aug 2020
Drinking from a Firehose: Continual Learning with Web-scale Natural Language Hexiang Hu Ozan Sener Fei Sha V. Koltun CLL 35 27 0 18 Jul 2020
Graph-Based Continual Learning Binh Tang David S. Matteson BDL CLL 29 37 0 09 Jul 2020
FLUID: A Unified Evaluation Framework for Flexible Sequential Data Matthew Wallingford Aditya Kusupati Keivan Alizadeh Vahid Aaron Walsman Aniruddha Kembhavi Ali Farhadi 22 2 0 06 Jul 2020
Pseudo-Rehearsal for Continual Learning with Normalizing Flows Jary Pomponi Simone Scardapane A. Uncini 20 15 0 05 Jul 2020
MgSvF: Multi-Grained Slow vs. Fast Framework for Few-Shot Class-Incremental Learning Hanbin Zhao Yongjian Fu Mintong Kang Qi Tian Fei Wu Xi Li CLL 31 98 0 28 Jun 2020
Gradient-based Editing of Memory Examples for Online Task-free Continual Learning Xisen Jin Arka Sadhu Junyi Du Xiang Ren CLL KELM BDL 28 96 0 27 Jun 2020
Task-Agnostic Online Reinforcement Learning with an Infinite Mixture of Gaussian Processes Mengdi Xu Wenhao Ding Jiacheng Zhu Zuxin Liu Baiming Chen Ding Zhao CLL OffRL 28 34 0 19 Jun 2020
Deep Reinforcement Learning amidst Lifelong Non-Stationarity Annie Xie James Harrison Chelsea Finn CLL OffRL 35 64 0 18 Jun 2020
Unifying Regularisation Methods for Continual Learning Frederik Benzing CLL 18 8 0 11 Jun 2020
Continual Representation Learning for Biometric Identification Bo Zhao Shixiang Tang Dapeng Chen Hakan Bilen Rui Zhao CLL 29 34 0 08 Jun 2020
Efficient Architecture Search for Continual Learning Qiang Gao Zhipeng Luo Diego Klabjan CLL 45 48 0 07 Jun 2020
Coresets via Bilevel Optimization for Continual Learning and Streaming Zalan Borsos Mojmír Mutný Andreas Krause CLL 38 226 0 06 Jun 2020
Continual Learning Using Multi-view Task Conditional Neural Networks Honglin Li Payam Barnaghi Shirin Enshaeifar F. Ganz CLL 14 1 0 08 May 2020
Continual Learning using a Bayesian Nonparametric Dictionary of Weight Factors Nikhil Mehta Kevin J Liang Vinay K Verma Lawrence Carin CLL 38 5 0 21 Apr 2020