Title
A Simple Baseline for Bayesian Uncertainty in Deep Learning Wesley J. Maddox T. Garipov Pavel Izmailov Dmitry Vetrov A. Wilson BDL UQCV 47 800 0 07 Feb 2019
Depthwise Convolution is All You Need for Learning Multiple Visual Domains Yunhui Guo Yandong Li Rogerio Feris Liqiang Wang Tajana Simunic OOD 31 147 0 03 Feb 2019
Incremental Learning with Maximum Entropy Regularization: Rethinking Forgetting and Intransigence Dahyun Kim Jihwan Bae Yeonsik Jo Jonghyun Choi OOD CLL 36 20 0 03 Feb 2019
Review Conversational Reading Comprehension Hu Xu Bing-Quan Liu Lei Shu Philip S. Yu 31 18 0 03 Feb 2019
Parameter-Efficient Transfer Learning for NLP N. Houlsby A. Giurgiu Stanislaw Jastrzebski Bruna Morrone Quentin de Laroussilhe Andrea Gesmundo Mona Attariyan Sylvain Gelly 130 4,320 0 02 Feb 2019
Policy Consolidation for Continual Reinforcement Learning Christos Kaplanis Murray Shanahan Claudia Clopath CLL OffRL 27 49 0 01 Feb 2019
Learning and Evaluating General Linguistic Intelligence Dani Yogatama Cyprien de Masson dÁutume Jerome T. Connor Tomás Kociský Mike Chrzanowski ... Angeliki Lazaridou Wang Ling Lei Yu Chris Dyer Phil Blunsom ELM AI4CE 38 210 0 31 Jan 2019
Functional Regularisation for Continual Learning with Gaussian Processes Michalis K. Titsias Jonathan Richard Schwarz A. G. Matthews Razvan Pascanu Yee Whye Teh CLL BDL 17 186 0 31 Jan 2019
Go-Explore: a New Approach for Hard-Exploration Problems Adrien Ecoffet Joost Huizinga Joel Lehman Kenneth O. Stanley Jeff Clune AI4TS 29 364 0 30 Jan 2019
Transfer in Deep Reinforcement Learning Using Successor Features and Generalised Policy Improvement André Barreto Diana Borsa John Quan Tom Schaul David Silver Matteo Hessel D. Mankowitz Augustin Žídek Rémi Munos OffRL 45 162 0 30 Jan 2019
DELTA: DEep Learning Transfer using Feature Map with Attention for Convolutional Networks Xingjian Li Haoyi Xiong Hanchao Wang Yuxuan Rao Liping Liu Zeyu Chen Jun Huan 21 171 0 26 Jan 2019
Deep Neural Linear Bandits: Overcoming Catastrophic Forgetting through Likelihood Matching Tom Zahavy Shie Mannor HAI 41 30 0 24 Jan 2019
Deep Reinforcement Learning for Multi-Agent Systems: A Review of Challenges, Solutions and Applications Thanh Thi Nguyen Ngoc Duy Nguyen S. Nahavandi 37 776 0 31 Dec 2018
Exploring the Challenges towards Lifelong Fact Learning Mohamed Elhoseiny F. Babiloni Rahaf Aljundi Marcus Rohrbach Manohar Paluri Tinne Tuytelaars 21 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 21 156 0 21 Dec 2018
Deep Online Learning via Meta-Learning: Continual Adaptation for Model-Based RL Anusha Nagabandi Chelsea Finn Sergey Levine OffRL CLL 30 192 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 30 114 0 18 Dec 2018
Domain Adaptation for Reinforcement Learning on the Atari Thomas Carr Maria Chli George Vogiatzis 12 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 21 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 61 719 0 12 Dec 2018
Task-Free Continual Learning Rahaf Aljundi Klaas Kelchtermans Tinne Tuytelaars CLL 46 355 0 10 Dec 2018
Pseudo-Rehearsal: Achieving Deep Reinforcement Learning without Catastrophic Forgetting C. Atkinson B. McCane Lech Szymanski Anthony Robins VLM CLL 13 102 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 25 5 0 04 Dec 2018
Towards Continuous Domain adaptation for Healthcare Rahul Venkataramani Hariharan Ravishankar Saihareesh Anamandra OOD MedIm 19 11 0 04 Dec 2018
Transferring Knowledge across Learning Processes Sebastian Flennerhag Pablo G. Moreno Neil D. Lawrence Andreas C. Damianou 21 64 0 03 Dec 2018
Few-Shot Self Reminder to Overcome Catastrophic Forgetting Junfeng Wen Yanshuai Cao Ruitong Huang CLL 16 24 0 03 Dec 2018
Efficient Lifelong Learning with A-GEM Arslan Chaudhry MarcÁurelio Ranzato Marcus Rohrbach Mohamed Elhoseiny CLL 119 1,432 0 02 Dec 2018
An Introduction to Deep Reinforcement Learning Vincent François-Lavet Peter Henderson Riashat Islam Marc G. Bellemare Joelle Pineau OffRL AI4CE 88 1,239 0 30 Nov 2018
Experience Replay for Continual Learning David Rolnick Arun Ahuja Jonathan Richard Schwarz Timothy Lillicrap Greg Wayne CLL 34 1,124 0 28 Nov 2018
Self-Supervised GANs via Auxiliary Rotation Loss Ting Chen Xiaohua Zhai Marvin Ritter Mario Lucic N. Houlsby SSL GAN 24 302 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 32 55 0 27 Nov 2018
Generative Adversarial Network Training is a Continual Learning Problem Kevin J. Liang Chunyuan Li Guoyin Wang Lawrence Carin GAN 11 50 0 27 Nov 2018
Learning without Memorizing Prithviraj Dhar Rajat Vikram Singh Kuan-Chuan Peng Ziyan Wu Rama Chellappa CLL 22 474 0 20 Nov 2018
Towards Training Recurrent Neural Networks for Lifelong Learning Shagun Sodhani A. Chandar Yoshua Bengio CLL 27 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 16 2 0 13 Nov 2018
A Framework of Transfer Learning in Object Detection for Embedded Systems Ioannis Athanasiadis Panagiotis G. Mousouliotis L. Petrou ObjD 19 14 0 12 Nov 2018
Towards continual learning in medical imaging Chaitanya Baweja Ben Glocker Konstantinos Kamnitsas CLL 26 57 0 06 Nov 2018
Kalman Filter Modifier for Neural Networks in Non-stationary Environments Honglin Li F. Ganz Shirin Enshaeifar Payam Barnaghi OOD 11 0 0 06 Nov 2018
On the role of neurogenesis in overcoming catastrophic forgetting G. I. Parisi Jongsoo Keum Hojung Nam CLL OffRL 24 13 0 06 Nov 2018
Closed-Loop Memory GAN for Continual Learning A. Rios Laurent Itti BDL VLM 29 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 8 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 13 160 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 27 351 0 30 Oct 2018
Incremental Learning for Semantic Segmentation of Large-Scale Remote Sensing Data O. Tasar Y. Tarabalka Pierre Alliez CLL 24 127 0 29 Oct 2018
Marginal Replay vs Conditional Replay for Continual Learning Timothée Lesort A. Gepperth Andrei Stoian David Filliat BDL 37 34 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 38 772 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 23 135 0 27 Oct 2018
Self-Supervised GAN to Counter Forgetting Ting Chen Xiaohua Zhai N. Houlsby CLL GAN SSL 21 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 26 26 0 27 Oct 2018
Continual Classification Learning Using Generative Models Frantzeska Lavda Jason Ramapuram Magda Gregorova Alexandros Kalousis VLM BDL CLL 10 50 0 24 Oct 2018