Online Continual Learning Without the Storage Constraint

16 May 2023

Papers citing "Online Continual Learning Without the Storage Constraint"

48 / 48 papers shown

Title
Robust Weight Imprinting: Insights from Neural Collapse and Proxy-Based Aggregation Justus Westerhoff Golzar Atefi Mario Koddenbrock Alexei Figueroa Alexander Loser Erik Rodner Felix Alexader Gers OffRL 87 0 0 18 Mar 2025
Rapid Adaptation in Online Continual Learning: Are We Evaluating It Right? Hasan Hammoud Ameya Prabhu Ser-Nam Lim Philip Torr Adel Bibi Guohao Li CLL 123 16 0 16 May 2023
How Efficient Are Today's Continual Learning Algorithms? Md Yousuf Harun Jhair Gallardo Tyler L. Hayes Christopher Kanan 52 24 0 29 Mar 2023
First Session Adaptation: A Strong Replay-Free Baseline for Class-Incremental Learning A. Panos Yuriko Kobe Daniel Olmeda Reino Rahaf Aljundi Richard Turner CLL 124 43 0 23 Mar 2023
PromptFusion: Decoupling Stability and Plasticity for Continual Learning Haoran Chen Zuxuan Wu Xintong Han Menglin Jia Yu-Gang Jiang CLL 142 12 0 13 Mar 2023
A Memory Transformer Network for Incremental Learning Ahmet Iscen Thomas Bird Mathilde Caron Alireza Fathi Cordelia Schmid CLL 138 14 0 10 Oct 2022
A Simple Baseline that Questions the Use of Pretrained-Models in Continual Learning Paul Janson Wenxuan Zhang Rahaf Aljundi Mohamed Elhoseiny VLM SSL CLL 46 52 0 10 Oct 2022
VIP: Towards Universal Visual Reward and Representation via Value-Implicit Pre-Training Yecheng Jason Ma Shagun Sodhani Dinesh Jayaraman Osbert Bastani Vikash Kumar Amy Zhang SSL OffRL 68 300 0 30 Sep 2022
Continual evaluation for lifelong learning: Identifying the stability gap Matthias De Lange Gido M. van de Ven Tinne Tuytelaars CLL 140 42 0 26 May 2022
Continual Learning with Foundation Models: An Empirical Study of Latent Replay O. Ostapenko Timothée Lesort P. Rodríguez Md Rifat Arefin Arthur Douillard Irina Rish Laurent Charlin 67 53 0 30 Apr 2022
DualPrompt: Complementary Prompting for Rehearsal-free Continual Learning Zifeng Wang Zizhao Zhang Sayna Ebrahimi Ruoxi Sun Han Zhang ... Xiaoqi Ren Guolong Su Vincent Perot Jennifer Dy Tomas Pfister CLL VLM VPVLM 110 488 0 10 Apr 2022
Information-theoretic Online Memory Selection for Continual Learning Shengyang Sun Daniele Calandriello Huiyi Hu Ang Li Michalis K. Titsias CLL 42 51 0 10 Apr 2022
Class-Incremental Learning with Strong Pre-trained Models Tz-Ying Wu Gurumurthy Swaminathan Zhizhong Li Avinash Ravichandran Nuno Vasconcelos Rahul Bhotika Stefano Soatto CLL 103 67 0 07 Apr 2022
Revisiting a kNN-based Image Classification System with High-capacity Storage K. Nakata Youyang Ng Daisuke Miyashita A. Maki Yu Lin J. Deguchi 55 26 0 03 Apr 2022
The CLEAR Benchmark: Continual LEArning on Real-World Imagery Zhiqiu Lin Jia Shi Deepak Pathak Deva Ramanan CLL VLM 187 92 0 17 Jan 2022
Learning to Prompt for Continual Learning Zifeng Wang Zizhao Zhang Chen-Yu Lee Han Zhang Ruoxi Sun Xiaoqi Ren Guolong Su Vincent Perot Jennifer Dy Tomas Pfister CLL VPVLM KELM VLM 88 773 0 16 Dec 2021
Florence: A New Foundation Model for Computer Vision Lu Yuan Dongdong Chen Yi-Ling Chen Noel Codella Xiyang Dai ... Zhen Xiao Jianwei Yang Michael Zeng Luowei Zhou Pengchuan Zhang VLM 119 904 0 22 Nov 2021
Online Continual Learning on Class Incremental Blurry Task Configuration with Anytime Inference Hyun-woo Koh Dahyun Kim Jung-Woo Ha Jonghyun Choi CLL 58 67 0 19 Oct 2021
Online Continual Learning with Natural Distribution Shifts: An Empirical Study with Visual Data Zhipeng Cai Ozan Sener V. Koltun CLL 50 86 0 20 Aug 2021
XCiT: Cross-Covariance Image Transformers Alaaeldin El-Nouby Hugo Touvron Mathilde Caron Piotr Bojanowski Matthijs Douze ... Ivan Laptev Natalia Neverova Gabriel Synnaeve Jakob Verbeek Hervé Jégou ViT 134 512 0 17 Jun 2021
Online Coreset Selection for Rehearsal-based Continual Learning Jaehong Yoon Divyam Madaan Eunho Yang Sung Ju Hwang CLL 67 141 0 02 Jun 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 642 6,059 0 29 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 46 200 0 11 Apr 2021
An Empirical Study of Training Self-Supervised Vision Transformers Xinlei Chen Saining Xie Kaiming He ViT 148 1,862 0 05 Apr 2021
Rainbow Memory: Continual Learning with a Memory of Diverse Samples Jihwan Bang Heesu Kim Y. Yoo Jung-Woo Ha Jonghyun Choi CLL 81 335 0 31 Mar 2021
Continual Prototype Evolution: Learning Online from Non-Stationary Data Streams Matthias De Lange Tinne Tuytelaars CLL 44 204 0 02 Sep 2020
Drinking from a Firehose: Continual Learning with Web-scale Natural Language Hexiang Hu Ozan Sener Fei Sha V. Koltun CLL 50 27 0 18 Jul 2020
Google Landmarks Dataset v2 -- A Large-Scale Benchmark for Instance-Level Recognition and Retrieval Tobias Weyand A. Araújo Bingyi Cao Jack Sim 73 369 0 03 Apr 2020
Using Hindsight to Anchor Past Knowledge in Continual Learning Arslan Chaudhry Albert Gordo P. Dokania Philip Torr David Lopez-Paz KELM CLL 80 236 0 19 Feb 2020
REMIND Your Neural Network to Prevent Catastrophic Forgetting Tyler L. Hayes Kushal Kafle Robik Shrestha Manoj Acharya Christopher Kanan CLL 108 300 0 06 Oct 2019
A continual learning survey: Defying forgetting in classification tasks Matthias De Lange Rahaf Aljundi Marc Masana Sarah Parisot Xu Jia A. Leonardis Greg Slabaugh Tinne Tuytelaars CLL KELM 59 246 0 18 Sep 2019
Lifelong Machine Learning with Deep Streaming Linear Discriminant Analysis Tyler L. Hayes Christopher Kanan CLL 68 143 0 04 Sep 2019
Online Continual Learning with Maximally Interfered Retrieval Rahaf Aljundi Lucas Caccia Eugene Belilovsky Massimo Caccia Min Lin Laurent Charlin Tinne Tuytelaars CLL 67 541 0 11 Aug 2019
AMF: Aggregated Mondrian Forests for Online Learning Jaouad Mourtada Stéphane Gaïffas Erwan Scornet 43 27 0 25 Jun 2019
Scaling and Benchmarking Self-Supervised Visual Representation Learning Priya Goyal D. Mahajan Abhinav Gupta Ishan Misra SSL 54 397 0 03 May 2019
Gradient based sample selection for online continual learning Rahaf Aljundi Min Lin Baptiste Goujaud Yoshua Bengio BDL CLL 100 829 0 20 Mar 2019
On Tiny Episodic Memories in Continual Learning Arslan Chaudhry Marcus Rohrbach Mohamed Elhoseiny Thalaiyasingam Ajanthan P. Dokania Philip Torr MarcÁurelio Ranzato CLL 82 399 0 27 Feb 2019
An Empirical Study of Example Forgetting during Deep Neural Network Learning Mariya Toneva Alessandro Sordoni Rémi Tachet des Combes Adam Trischler Yoshua Bengio Geoffrey J. Gordon 107 733 0 12 Dec 2018
Efficient Lifelong Learning with A-GEM Arslan Chaudhry MarcÁurelio Ranzato Marcus Rohrbach Mohamed Elhoseiny CLL 193 1,453 0 02 Dec 2018
Memory Efficient Experience Replay for Streaming Learning Tyler L. Hayes N. Cahill Christopher Kanan 60 232 0 16 Sep 2018
Contextual Memory Trees Wen Sun A. Beygelzimer Hal Daumé John Langford Paul Mineiro 33 9 0 17 Jul 2018
Towards Robust Evaluations of Continual Learning Sebastian Farquhar Y. Gal CLL 84 307 0 24 May 2018
Exploring the Limits of Weakly Supervised Pretraining D. Mahajan Ross B. Girshick Vignesh Ramanathan Kaiming He Manohar Paluri Yixuan Li Ashwin R. Bharambe Laurens van der Maaten VLM 180 1,367 0 02 May 2018
Continual Lifelong Learning with Neural Networks: A Review G. I. Parisi Ronald Kemker Jose L. Part Christopher Kanan S. Wermter KELM CLL 174 2,883 0 21 Feb 2018
Riemannian Walk for Incremental Learning: Understanding Forgetting and Intransigence Arslan Chaudhry P. Dokania Thalaiyasingam Ajanthan Philip Torr CLL 91 1,139 0 30 Jan 2018
Gradient Episodic Memory for Continual Learning David Lopez-Paz MarcÁurelio Ranzato VLM CLL 113 2,711 0 26 Jun 2017
iCaRL: Incremental Classifier and Representation Learning Sylvestre-Alvise Rebuffi Alexander Kolesnikov G. Sperl Christoph H. Lampert CLL OOD 131 3,754 0 23 Nov 2016
Efficient and robust approximate nearest neighbor search using Hierarchical Navigable Small World graphs Yury Malkov Dmitry A. Yashunin AI4TS 141 1,454 0 30 Mar 2016