Title
Deep Reinforcement Learning for Multi-Agent Systems: A Review of Challenges, Solutions and Applications Thanh Thi Nguyen Ngoc Duy Nguyen S. Nahavandi 154 796 0 31 Dec 2018
Exploring the Challenges towards Lifelong Fact Learning Mohamed Elhoseiny F. Babiloni Rahaf Aljundi Marcus Rohrbach Manohar Paluri Tinne Tuytelaars 56 12 0 26 Dec 2018
Generative Models from the perspective of Continual Learning Timothée Lesort Hugo Caselles-Dupré Michael Garcia Ortiz Andrei Stoian David Filliat VLM DiffM 85 158 0 21 Dec 2018
Deep Online Learning via Meta-Learning: Continual Adaptation for Model-Based RL Anusha Nagabandi Chelsea Finn Sergey Levine OffRL CLL 133 191 0 18 Dec 2018
Universal Successor Features Approximators Diana Borsa André Barreto John Quan D. Mankowitz Rémi Munos H. V. Hasselt David Silver Tom Schaul 112 117 0 18 Dec 2018
Domain Adaptation for Reinforcement Learning on the Atari Thomas Carr Maria Chli George Vogiatzis 48 22 0 18 Dec 2018
Reconciling meta-learning and continual learning with online mixtures of tasks Ghassen Jerfel Erin Grant Thomas Griffiths Katherine A. Heller FedML CLL BDL 132 12 0 14 Dec 2018
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 282 745 0 12 Dec 2018
Task-Free Continual Learning Rahaf Aljundi Klaas Kelchtermans Tinne Tuytelaars CLL 168 362 0 10 Dec 2018
Pseudo-Rehearsal: Achieving Deep Reinforcement Learning without Catastrophic Forgetting C. Atkinson B. McCane Lech Szymanski Anthony Robins VLM CLL 88 104 0 06 Dec 2018
Overcoming Catastrophic Forgetting by Soft Parameter Pruning Jian-wei Peng Jiang Hao Zhuo Li Enqiang Guo X. Wan Min Deng Qing Zhu Haifeng Li CLL 32 5 0 04 Dec 2018
Towards Continuous Domain adaptation for Healthcare Rahul Venkataramani Hariharan Ravishankar Saihareesh Anamandra OOD MedIm 56 11 0 04 Dec 2018
Transferring Knowledge across Learning Processes Sebastian Flennerhag Pablo G. Moreno Neil D. Lawrence Andreas C. Damianou 75 64 0 03 Dec 2018
Few-Shot Self Reminder to Overcome Catastrophic Forgetting Junfeng Wen Yanshuai Cao Ruitong Huang CLL 54 24 0 03 Dec 2018
Efficient Lifelong Learning with A-GEM Arslan Chaudhry MarcÁurelio Ranzato Marcus Rohrbach Mohamed Elhoseiny CLL 259 1,467 0 02 Dec 2018
An Introduction to Deep Reinforcement Learning Vincent François-Lavet Peter Henderson Riashat Islam Marc G. Bellemare Joelle Pineau OffRL AI4CE 211 1,279 0 30 Nov 2018
Experience Replay for Continual Learning David Rolnick Arun Ahuja Jonathan Richard Schwarz Timothy Lillicrap Greg Wayne CLL 212 1,179 0 28 Nov 2018
Self-Supervised GANs via Auxiliary Rotation Loss Ting Chen Xiaohua Zhai Marvin Ritter Mario Lucic N. Houlsby SSL GAN 109 302 0 27 Nov 2018
Partitioned Variational Inference: A unified framework encompassing federated and continual learning T. Bui Cuong V Nguyen S. Swaroop Richard Turner FedML 103 56 0 27 Nov 2018
Generative Adversarial Network Training is a Continual Learning Problem Kevin J. Liang Chunyuan Li Guoyin Wang Lawrence Carin GAN 57 50 0 27 Nov 2018
Learning without Memorizing Prithviraj Dhar Rajat Vikram Singh Kuan-Chuan Peng Ziyan Wu Rama Chellappa CLL 155 487 0 20 Nov 2018
Towards Training Recurrent Neural Networks for Lifelong Learning Shagun Sodhani A. Chandar Yoshua Bengio CLL 79 19 0 16 Nov 2018
Co-Representation Learning For Classification and Novel Class Detection via Deep Networks Zhuoyi Wang Zelun Kong Hemeng Tao Swarup Chandra Latifur Khan 35 2 0 13 Nov 2018
A Framework of Transfer Learning in Object Detection for Embedded Systems Ioannis Athanasiadis Panagiotis G. Mousouliotis L. Petrou ObjD 59 14 0 12 Nov 2018
Towards continual learning in medical imaging Chaitanya Baweja Ben Glocker Konstantinos Kamnitsas CLL 85 57 0 06 Nov 2018
Kalman Filter Modifier for Neural Networks in Non-stationary Environments Honglin Li F. Ganz Shirin Enshaeifar Payam Barnaghi OOD 32 0 0 06 Nov 2018
On the role of neurogenesis in overcoming catastrophic forgetting G. I. Parisi Jongsoo Keum Hojung Nam CLL OffRL 54 14 0 06 Nov 2018
Closed-Loop Memory GAN for Continual Learning A. Rios Laurent Itti BDL VLM 109 22 0 03 Nov 2018
Progressive Memory Banks for Incremental Domain Adaptation Nabiha Asghar Lili Mou Kira A. Selby Kevin D. Pantasdo Pascal Poupart Xin Jiang CLL 77 25 0 01 Nov 2018
Don't forget, there is more than forgetting: new metrics for Continual Learning Natalia Díaz Rodríguez Vincenzo Lomonaco David Filliat Davide Maltoni CLL 85 166 0 31 Oct 2018
Re-evaluating Continual Learning Scenarios: A Categorization and Case for Strong Baselines Yen-Chang Hsu Yen-Cheng Liu Anita Ramasamy Z. Kira CLL ELM 108 359 0 30 Oct 2018
Incremental Learning for Semantic Segmentation of Large-Scale Remote Sensing Data O. Tasar Y. Tarabalka Pierre Alliez CLL 115 127 0 29 Oct 2018
Marginal Replay vs Conditional Replay for Continual Learning Timothée Lesort A. Gepperth Andrei Stoian David Filliat BDL 135 35 0 29 Oct 2018
Learning to Learn without Forgetting by Maximizing Transfer and Minimizing Interference Matthew D Riemer Ignacio Cases R. Ajemian Miao Liu Irina Rish Y. Tu Gerald Tesauro CLL 131 792 0 29 Oct 2018
Low-shot Learning via Covariance-Preserving Adversarial Augmentation Networks Hang Gao Zheng Shou Alireza Zareian Hanwang Zhang Shih-Fu Chang GAN 118 137 0 27 Oct 2018
Self-Supervised GAN to Counter Forgetting Ting Chen Xiaohua Zhai N. Houlsby CLL GAN SSL 98 8 0 27 Oct 2018
Attended Temperature Scaling: A Practical Approach for Calibrating Deep Neural Networks A. Mozafari H. Gomes Wilson Leão Steeven Janny Christian Gagné 94 28 0 27 Oct 2018
Continual Classification Learning Using Generative Models Frantzeska Lavda Jason Ramapuram Magda Gregorova Alexandros Kalousis VLM BDL CLL 60 52 0 24 Oct 2018
Toward an AI Physicist for Unsupervised Learning Tailin Wu Max Tegmark DRL AI4CE SSL OOD 110 69 0 24 Oct 2018
Incremental Few-Shot Learning with Attention Attractor Networks Mengye Ren Renjie Liao Ethan Fetaya R. Zemel CLL 121 182 0 16 Oct 2018
Deep Reinforcement Learning Yuxi Li VLM OffRL 196 144 0 15 Oct 2018
Multi-Institutional Deep Learning Modeling Without Sharing Patient Data: A Feasibility Study on Brain Tumor Segmentation Micah J. Sheller G. A. Reina Brandon Edwards Jason Martin Spyridon Bakas FedML 127 474 0 10 Oct 2018
Continual Learning of Context-dependent Processing in Neural Networks Guanxiong Zeng Yang Chen Bo Cui Shan Yu CLL 149 311 0 29 Sep 2018
Generalization and Regularization in DQN Jesse Farebrother Marlos C. Machado Michael Bowling 146 208 0 29 Sep 2018
Generative replay with feedback connections as a general strategy for continual learning Gido M. van de Ven A. Tolias CLL KELM 135 226 0 27 Sep 2018
Active Learning for Deep Object Detection C. Brust Christoph Käding Joachim Denzler VLM ObjD 84 119 0 26 Sep 2018
Non-Iterative Knowledge Fusion in Deep Convolutional Neural Networks M. Leontev V. Islenteva S. Sukhov MoMe FedML 51 24 0 25 Sep 2018
Semi-Supervised Sequence Modeling with Cross-View Training Kevin Clark Minh-Thang Luong Christopher D. Manning Quoc V. Le SSL 83 334 0 22 Sep 2018
Learning, Planning, and Control in a Monolithic Neural Event Inference Architecture Martin Volker Butz D. Bilkey Dania Humaidan A. Knott S. Otte AI4TS 44 50 0 19 Sep 2018
Memory Efficient Experience Replay for Streaming Learning Tyler L. Hayes N. Cahill Christopher Kanan 101 233 0 16 Sep 2018