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Gradient Episodic Memory for Continual Learning

26 June 2017

Papers citing "Gradient Episodic Memory for Continual Learning"

50 / 1,594 papers shown

Title
Drinking from a Firehose: Continual Learning with Web-scale Natural Language Hexiang Hu Ozan Sener Fei Sha V. Koltun CLL 62 27 0 18 Jul 2020
Learn distributed GAN with Temporary Discriminators Hui Qu Yikai Zhang Qi Chang Zhennan Yan Chao Chen Dimitris N. Metaxas FedML 55 16 0 17 Jul 2020
A Biologically Plausible Audio-Visual Integration Model for Continual Learning Wenjie Chen Fengtong Du Ye Wang Lihong Cao CLL 38 0 0 17 Jul 2020
Neuromodulated Neural Architectures with Local Error Signals for Memory-Constrained Online Continual Learning Sandeep Madireddy A. Yanguas-Gil Prasanna Balaprakash CLL 24 0 0 16 Jul 2020
Automated Synthetic-to-Real Generalization Wuyang Chen Zhiding Yu Zhangyang Wang Anima Anandkumar 81 68 0 14 Jul 2020
Disentanglement of Color and Shape Representations for Continual Learning David Berga Marc Masana Joost van de Weijer CLL 34 2 0 13 Jul 2020
RATT: Recurrent Attention to Transient Tasks for Continual Image Captioning Riccardo Del Chiaro Bartlomiej Twardowski Andrew D. Bagdanov Joost van de Weijer CLL VLM 77 41 0 13 Jul 2020
Batch-level Experience Replay with Review for Continual Learning Zheda Mai Hyunwoo J. Kim Jihwan Jeong Scott Sanner VLM CLL 59 15 0 11 Jul 2020
Graph-Based Continual Learning Binh Tang David S. Matteson BDL CLL 76 37 0 09 Jul 2020
Wandering Within a World: Online Contextualized Few-Shot Learning Mengye Ren Michael L. Iuzzolino Michael C. Mozer R. Zemel CLL 80 32 0 09 Jul 2020
Towards a practical measure of interference for reinforcement learning Vincent Liu Adam White Hengshuai Yao Martha White 41 5 0 07 Jul 2020
Graph Neural Networks with Continual Learning for Fake News Detection from Social Media Yi Han S. Karunasekera C. Leckie GNN 131 112 0 07 Jul 2020
Dynamic memory to alleviate catastrophic forgetting in continuous learning settings J. Hofmanninger Matthias Perkonigg J. Brink Oleg S. Pianykh Christian Herold Georg Langs OOD MedIm 66 28 0 06 Jul 2020
Pseudo-Rehearsal for Continual Learning with Normalizing Flows Jary Pomponi Simone Scardapane A. Uncini 48 15 0 05 Jul 2020
Continual Learning: Tackling Catastrophic Forgetting in Deep Neural Networks with Replay Processes Timothée Lesort CLL 79 22 0 01 Jul 2020
Enabling Continual Learning with Differentiable Hebbian Plasticity Vithursan Thangarasa Thomas Miconi Graham W. Taylor CLL 87 14 0 30 Jun 2020
MgSvF: Multi-Grained Slow vs. Fast Framework for Few-Shot Class-Incremental Learning Hanbin Zhao Yongjian Fu Mintong Kang Qi Tian Leilei Gan Xi Li CLL 135 102 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 76 99 0 27 Jun 2020
Continual Learning from the Perspective of Compression Xu He Min Lin CLL 37 3 0 26 Jun 2020
Supermasks in Superposition Mitchell Wortsman Vivek Ramanujan Rosanne Liu Aniruddha Kembhavi Mohammad Rastegari J. Yosinski Ali Farhadi SSL CLL 114 297 0 26 Jun 2020
Lifelong Learning of Graph Neural Networks for Open-World Node Classification Lukas Galke Benedikt Franke Tobias Zielke A. Scherp GNN AI4CE 90 38 0 25 Jun 2020
OvA-INN: Continual Learning with Invertible Neural Networks Guillaume Hocquet O. Bichler D. Querlioz BDL CLL 46 12 0 24 Jun 2020
The NetHack Learning Environment Heinrich Küttler Nantas Nardelli Alexander H. Miller Roberta Raileanu Marco Selvatici Edward Grefenstette Tim Rocktaschel 116 181 0 24 Jun 2020
Insights from the Future for Continual Learning Arthur Douillard Eduardo Valle Charles Ollion Thomas Robert Matthieu Cord VLM CLL 77 11 0 24 Jun 2020
ELSIM: End-to-end learning of reusable skills through intrinsic motivation A. Aubret L. Matignon S. Hassas 52 5 0 23 Jun 2020
Automatic Recall Machines: Internal Replay, Continual Learning and the Brain Xu Ji Joao Henriques Tinne Tuytelaars Andrea Vedaldi KELM 98 10 0 22 Jun 2020
Generalisation Guarantees for Continual Learning with Orthogonal Gradient Descent Mehdi Abbana Bennani Thang Doan Masashi Sugiyama CLL 132 65 0 21 Jun 2020
Class Normalization for (Continual)? Generalized Zero-Shot Learning Ivan Skorokhodov Mohamed Elhoseiny VLM 66 5 0 19 Jun 2020
Semi-Discriminative Representation Loss for Online Continual Learning Yu Chen Tom Diethe Peter A. Flach CLL 21 0 0 19 Jun 2020
Optimization and Generalization of Regularization-Based Continual Learning: a Loss Approximation Viewpoint Dong Yin Mehrdad Farajtabar Ang Li Nir Levine Alex Mott CLL 86 21 0 19 Jun 2020
Deep Reinforcement Learning amidst Lifelong Non-Stationarity Annie Xie James Harrison Chelsea Finn CLL OffRL 92 65 0 18 Jun 2020
Physics-aware Spatiotemporal Modules with Auxiliary Tasks for Meta-Learning Sungyong Seo Chuizheng Meng Sirisha Rambhatla Yan Liu AI4CE 94 11 0 15 Jun 2020
BI-MAML: Balanced Incremental Approach for Meta Learning Yang Zheng Jinlin Xiang Kun Su Eli Shlizerman CLL 48 10 0 12 Jun 2020
CPR: Classifier-Projection Regularization for Continual Learning Sungmin Cha Hsiang Hsu Taebaek Hwang Flavio du Pin Calmon Taesup Moon CLL 77 77 0 12 Jun 2020
Federated and continual learning for classification tasks in a society of devices F. Casado Dylan Lema R. Iglesias Carlos V. Regueiro S. Barro FedML 74 2 0 12 Jun 2020
Understanding the Role of Training Regimes in Continual Learning Seyed Iman Mirzadeh Mehrdad Farajtabar Razvan Pascanu H. Ghasemzadeh CLL 81 228 0 12 Jun 2020
Real-Time Video Inference on Edge Devices via Adaptive Model Streaming Mehrdad Khani Shirkoohi Pouya Hamadanian Arash Nasr-Esfahany Mohammad Alizadeh 110 47 0 11 Jun 2020
Unifying Regularisation Methods for Continual Learning Frederik Benzing CLL 77 8 0 11 Jun 2020
Dataset Condensation with Gradient Matching Bo Zhao Konda Reddy Mopuri Hakan Bilen DD 156 504 0 10 Jun 2020
Self-Supervised Learning Aided Class-Incremental Lifelong Learning Song Zhang Gehui Shen Jinsong Huang Zhihong Deng CLL 81 14 0 10 Jun 2020
Variational Auto-Regressive Gaussian Processes for Continual Learning Sanyam Kapoor Theofanis Karaletsos T. Bui BDL 83 26 0 09 Jun 2020
Optimal Continual Learning has Perfect Memory and is NP-hard Jeremias Knoblauch Hisham Husain Tom Diethe CLL 140 105 0 09 Jun 2020
Continual Representation Learning for Biometric Identification Bo Zhao Shixiang Tang Dapeng Chen Hakan Bilen Rui Zhao CLL 86 36 0 08 Jun 2020
An Efficient Framework for Clustered Federated Learning Avishek Ghosh Jichan Chung Dong Yin Kannan Ramchandran FedML 120 875 0 07 Jun 2020
Efficient Architecture Search for Continual Learning Qiang Gao Zhipeng Luo Diego Klabjan CLL 90 49 0 07 Jun 2020
Coresets via Bilevel Optimization for Continual Learning and Streaming Zalan Borsos Mojmír Mutný Andreas Krause CLL 105 241 0 06 Jun 2020
Latent Domain Learning with Dynamic Residual Adapters Lucas Deecke Timothy M. Hospedales Hakan Bilen 46 8 0 01 Jun 2020
Multi-Task Learning in Histo-pathology for Widely Generalizable Model Jevgenij Gamper Navid Alemi Koohbanani Nasir M. Rajpoot 55 7 0 09 May 2020
Continual Learning Using Multi-view Task Conditional Neural Networks Honglin Li Payam Barnaghi Shirin Enshaeifar F. Ganz CLL 35 1 0 08 May 2020
Accelerated Learning with Robustness to Adversarial Regressors Joseph E. Gaudio Anuradha M. Annaswamy J. Moreu M. Bolender T. Gibson 99 20 0 04 May 2020