On Tiny Episodic Memories in Continual Learning

27 February 2019

Arslan Chaudhry

Marcus Rohrbach

Mohamed Elhoseiny

Thalaiyasingam Ajanthan

Papers citing "On Tiny Episodic Memories in Continual Learning"

50 / 255 papers shown

Title
AdaXpert: Adapting Neural Architecture for Growing Data Shuaicheng Niu Jiaxiang Wu Guanghui Xu Yifan Zhang Yong Guo P. Zhao Peng Wang Mingkui Tan 18 14 0 01 Jul 2021
On the importance of cross-task features for class-incremental learning Albin Soutif--Cormerais Marc Masana Joost van de Weijer Bartlomiej Twardowski CLL 22 19 0 22 Jun 2021
Always Be Dreaming: A New Approach for Data-Free Class-Incremental Learning James Smith Yen-Chang Hsu John C. Balloch Yilin Shen Hongxia Jin Z. Kira CLL 46 161 0 17 Jun 2021
SPeCiaL: Self-Supervised Pretraining for Continual Learning Lucas Page-Caccia Joelle Pineau CLL SSL 13 18 0 16 Jun 2021
Optimizing Reusable Knowledge for Continual Learning via Metalearning J. Hurtado Alain Raymond-Sáez Alvaro Soto CLL 16 36 0 09 Jun 2021
Enabling On-Device Self-Supervised Contrastive Learning With Selective Data Contrast Yawen Wu Zhepeng Wang Dewen Zeng Yiyu Shi Jingtong Hu SSL 33 28 0 07 Jun 2021
Online Coreset Selection for Rehearsal-based Continual Learning Jaehong Yoon Divyam Madaan Eunho Yang S. Hwang CLL 17 139 0 02 Jun 2021
Schematic Memory Persistence and Transience for Efficient and Robust Continual Learning Yuyang Gao Giorgio Ascoli Liang Zhao 19 4 0 05 May 2021
A Deep Learning Framework for Lifelong Machine Learning Charles X. Ling Tanner A. Bohn CLL 22 5 0 01 May 2021
TIE: A Framework for Embedding-based Incremental Temporal Knowledge Graph Completion Jiapeng Wu Yishi Xu Yingxue Zhang Chen-li Ma Mark J. Coates Jackie C.K. Cheung CLL 18 20 0 17 Apr 2021
Rehearsal revealed: The limits and merits of revisiting samples in continual learning Eli Verwimp Matthias De Lange Tinne Tuytelaars CLL 15 102 0 15 Apr 2021
New Insights on Reducing Abrupt Representation Change in Online Continual Learning Lucas Page-Caccia Rahaf Aljundi Nader Asadi Tinne Tuytelaars Joelle Pineau Eugene Belilovsky CLL 21 185 0 11 Apr 2021
ZS-IL: Looking Back on Learned Experiences For Zero-Shot Incremental Learning Mozhgan Pourkeshavarz Mohammad Sabokrou CLL VLM 25 0 0 22 Mar 2021
Gradient Projection Memory for Continual Learning Gobinda Saha Isha Garg Kaushik Roy VLM CLL 39 266 0 17 Mar 2021
Posterior Meta-Replay for Continual Learning Christian Henning Maria R. Cervera Francesco DÁngelo J. Oswald Regina Traber Benjamin Ehret Seijin Kobayashi Benjamin Grewe João Sacramento CLL BDL 51 54 0 01 Mar 2021
Memory-Efficient Semi-Supervised Continual Learning: The World is its Own Replay Buffer James Smith Jonathan C. Balloch Yen-Chang Hsu Z. Kira CLL 129 35 0 23 Jan 2021
Efficient Continual Learning with Modular Networks and Task-Driven Priors Tom Véniat Ludovic Denoyer MarcÁurelio Ranzato CLL 17 97 0 23 Dec 2020
Continual Lifelong Learning in Natural Language Processing: A Survey Magdalena Biesialska Katarzyna Biesialska Marta R. Costa-jussá KELM CLL 16 215 0 17 Dec 2020
Continual Adaptation of Visual Representations via Domain Randomization and Meta-learning Riccardo Volpi Diane Larlus Grégory Rogez VLM OOD CLL 20 74 0 08 Dec 2020
BinPlay: A Binary Latent Autoencoder for Generative Replay Continual Learning Kamil Deja Pawel Wawrzyñski Daniel Marczak Wojciech Masarczyk Tomasz Trzciñski SyDa 11 9 0 25 Nov 2020
Gradient Episodic Memory with a Soft Constraint for Continual Learning Guannan Hu Wu Zhang Hu Ding Wenhao Zhu CLL 6 11 0 16 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 23 660 0 28 Oct 2020
A Combinatorial Perspective on Transfer Learning Jianan Wang Eren Sezener David Budden Marcus Hutter J. Veness CLL 6 8 0 23 Oct 2020
Continual Learning in Low-rank Orthogonal Subspaces Arslan Chaudhry Naeemullah Khan P. Dokania Philip H. S. Torr CLL 33 113 0 22 Oct 2020
Continual Learning for Natural Language Generation in Task-oriented Dialog Systems Fei Mi Liangwei Chen Mengjie Zhao Minlie Huang Boi Faltings CLL KELM 17 68 0 02 Oct 2020
Meta-Consolidation for Continual Learning K. J. Joseph V. Balasubramanian CLL 17 55 0 01 Oct 2020
An Empirical Investigation Towards Efficient Multi-Domain Language Model Pre-training Kristjan Arumae Q. Sun Parminder Bhatia 6 14 0 01 Oct 2020
Continual Model-Based Reinforcement Learning with Hypernetworks Yizhou Huang Kevin Xie Homanga Bharadhwaj Florian Shkurti CLL 6 46 0 25 Sep 2020
Routing Networks with Co-training for Continual Learning Mark Collier Efi Kokiopoulou Andrea Gesmundo Jesse Berent CLL 19 14 0 09 Sep 2020
Compression-aware Continual Learning using Singular Value Decomposition Varigonda Pavan Teja Priyadarshini Panda CLL 11 4 0 03 Sep 2020
Continual Prototype Evolution: Learning Online from Non-Stationary Data Streams Matthias De Lange Tinne Tuytelaars CLL 8 198 0 02 Sep 2020
iLGaCo: Incremental Learning of Gait Covariate Factors Zihao Mu F. M. Castro M. Marín-Jiménez Nicolás Guil Mata Yan-Ran Li Shiqi Yu 12 5 0 31 Aug 2020
Meta Continual Learning via Dynamic Programming R. Krishnan Prasanna Balaprakash CLL 14 10 0 05 Aug 2020
ADER: Adaptively Distilled Exemplar Replay Towards Continual Learning for Session-based Recommendation Fei Mi Xiao Lin Boi Faltings CLL 18 52 0 23 Jul 2020
Drinking from a Firehose: Continual Learning with Web-scale Natural Language Hexiang Hu Ozan Sener Fei Sha V. Koltun CLL 27 27 0 18 Jul 2020
Batch-level Experience Replay with Review for Continual Learning Zheda Mai Hyunwoo J. Kim Jihwan Jeong Scott Sanner VLM CLL 8 15 0 11 Jul 2020
Graph-Based Continual Learning Binh Tang David S. Matteson BDL CLL 20 36 0 09 Jul 2020
Automatic Recall Machines: Internal Replay, Continual Learning and the Brain Xu Ji Joao Henriques Tinne Tuytelaars Andrea Vedaldi KELM 17 10 0 22 Jun 2020
Unifying Regularisation Methods for Continual Learning Frederik Benzing CLL 8 8 0 11 Jun 2020
Coresets via Bilevel Optimization for Continual Learning and Streaming Zalan Borsos Mojmír Mutný Andreas Krause CLL 19 226 0 06 Jun 2020
Continual Deep Learning by Functional Regularisation of Memorable Past Pingbo Pan S. Swaroop Alexander Immer Runa Eschenhagen Richard E. Turner Mohammad Emtiyaz Khan KELM CLL 6 139 0 29 Apr 2020
Continual Reinforcement Learning with Multi-Timescale Replay Christos Kaplanis Claudia Clopath Murray Shanahan CLL 6 14 0 16 Apr 2020
CALM: Continuous Adaptive Learning for Language Modeling Kristjan Arumae Parminder Bhatia CLL KELM 14 6 0 08 Apr 2020
SS-IL: Separated Softmax for Incremental Learning Hongjoon Ahn Jihwan Kwak S. Lim Hyeonsu Bang Hyojun Kim Taesup Moon CLL 14 175 0 31 Mar 2020
Adversarial Continual Learning Sayna Ebrahimi Franziska Meier Roberto Calandra Trevor Darrell Marcus Rohrbach CLL VLM 152 198 0 21 Mar 2020
Using Hindsight to Anchor Past Knowledge in Continual Learning Arslan Chaudhry Albert Gordo P. Dokania Philip H. S. Torr David Lopez-Paz KELM CLL 14 233 0 19 Feb 2020
SPACE: Structured Compression and Sharing of Representational Space for Continual Learning Gobinda Saha Isha Garg Aayush Ankit Kaushik Roy CLL 12 22 0 23 Jan 2020
Frosting Weights for Better Continual Training Xiaofeng Zhu Feng Liu Goce Trajcevski Dingding Wang FedML AI4CE CLL 28 5 0 07 Jan 2020
Online Learned Continual Compression with Adaptive Quantization Modules Lucas Page-Caccia Eugene Belilovsky Massimo Caccia Joelle Pineau 17 5 0 19 Nov 2019
Continual Learning in Neural Networks Rahaf Aljundi CLL 16 33 0 07 Oct 2019