Title
Option Encoder: A Framework for Discovering a Policy Basis in Reinforcement Learning Arjun Manoharan Rahul Ramesh Balaraman Ravindran 53 3 0 09 Sep 2019
Understanding the Effects of Pre-Training for Object Detectors via Eigenspectrum Yosuke Shinya E. Simo-Serra Taiji Suzuki 56 12 0 09 Sep 2019
Efficient Continual Learning in Neural Networks with Embedding Regularization Jary Pomponi Simone Scardapane Vincenzo Lomonaco A. Uncini CLL 102 42 0 09 Sep 2019
LAMOL: LAnguage MOdeling for Lifelong Language Learning Fan-Keng Sun Cheng-Hao Ho Hung-yi Lee CLL KELM 110 214 0 07 Sep 2019
Personalization of Deep Learning Johannes Schneider M. Vlachos 117 37 0 06 Sep 2019
Investigating Multilingual NMT Representations at Scale Sneha Kudugunta Ankur Bapna Isaac Caswell N. Arivazhagan Orhan Firat LRM 215 126 0 05 Sep 2019
Lifelong Machine Learning with Deep Streaming Linear Discriminant Analysis Tyler L. Hayes Christopher Kanan CLL 113 144 0 04 Sep 2019
BooVAE: Boosting Approach for Continual Learning of VAE Anna Kuzina Evgenii Egorov Evgeny Burnaev CLL 103 26 0 30 Aug 2019
Learning Continually from Low-shot Data Stream Canyu Le Xihan Wei Biao Wang L. Zhang Zhonggui Chen CLL 41 3 0 27 Aug 2019
The many faces of deep learning Raul Vicente FedML AI4CE 60 0 0 25 Aug 2019
Spiking Neural Predictive Coding for Continual Learning from Data Streams Alexander Ororbia 113 28 0 23 Aug 2019
Design Space of Behaviour Planning for Autonomous Driving M. Ilievski Sean Sedwards Ashish Gaurav Aravind Balakrishnan Atrisha Sarkar Jaeyoung Lee F. Bouchard Ryan De Iaco Krzysztof Czarnecki 54 9 0 21 Aug 2019
Improved Cardinality Estimation by Learning Queries Containment Rates Rojeh Hayek O. Shmueli 62 19 0 21 Aug 2019
A survey on intrinsic motivation in reinforcement learning A. Aubret L. Matignon S. Hassas AI4CE 132 144 0 19 Aug 2019
Interleaved Multitask Learning for Audio Source Separation with Independent Databases Clement S. J. Doire Olumide Okubadejo 58 8 0 14 Aug 2019
Online Continual Learning with Maximally Interfered Retrieval Rahaf Aljundi Lucas Caccia Eugene Belilovsky Massimo Caccia Min Lin Laurent Charlin Tinne Tuytelaars CLL 155 552 0 11 Aug 2019
Continual Learning by Asymmetric Loss Approximation with Single-Side Overestimation Dongmin Park Seokil Hong Bohyung Han Kyoung Mu Lee AAML CLL 158 40 0 08 Aug 2019
Toward Understanding Catastrophic Forgetting in Continual Learning Cuong V Nguyen Alessandro Achille Michael Lam Tal Hassner Vijay Mahadevan Stefano Soatto 82 96 0 02 Aug 2019
Weight Friction: A Simple Method to Overcome Catastrophic Forgetting and Enable Continual Learning Gabrielle K. Liu 27 0 0 02 Aug 2019
Continual Learning via Online Leverage Score Sampling D. Teng Sakyasingha Dasgupta CLL 55 5 0 01 Aug 2019
Biologically inspired sleep algorithm for artificial neural networks G. Krishnan Timothy Tadros Ramyaa Ramyaa M. Bazhenov 52 18 0 01 Aug 2019
Uncertainty Quantification in Deep Learning for Safer Neuroimage Enhancement Ryutaro Tanno Daniel E. Worrall Enrico Kaden Aurobrata Ghosh Francesco Grussu A. Bizzi S. Sotiropoulos A. Criminisi Daniel C. Alexander MedIm DiffM 111 33 0 31 Jul 2019
Incremental Learning Techniques for Semantic Segmentation Umberto Michieli Pietro Zanuttigh SSeg CLL VLM 131 238 0 31 Jul 2019
Overcoming Catastrophic Forgetting by Neuron-level Plasticity Control Inyoung Paik Sangjun Oh Taeyeong Kwak Injung Kim CLL 102 49 0 31 Jul 2019
Modulation of early visual processing alleviates capacity limits in solving multiple tasks Sushrut Thorat G. Aldegheri Marcel van Gerven M. Peelen MoE 39 3 0 29 Jul 2019
Uncertainty in Model-Agnostic Meta-Learning using Variational Inference Cuong C. Nguyen Thanh-Toan Do G. Carneiro OOD BDL UQCV 83 54 0 27 Jul 2019
Context-Aware Multipath Networks Dumindu Tissera Kumara Kahatapitiya Rukshan Wijesinghe Subha Fernando Ranga Rodrigo 52 7 0 26 Jul 2019
Lifelong GAN: Continual Learning for Conditional Image Generation Mengyao Zhai Lei Chen Frederick Tung Jiawei He Megha Nawhal Greg Mori CLL 120 183 0 23 Jul 2019
Adaptive Compression-based Lifelong Learning Shivangi Srivastava Maxim Berman Matthew B. Blaschko D. Tuia CLL 82 10 0 23 Jul 2019
Self-Attentional Credit Assignment for Transfer in Reinforcement Learning Johan Ferret Raphaël Marinier Matthieu Geist Olivier Pietquin OffRL 88 6 0 18 Jul 2019
Autoencoder-Based Incremental Class Learning without Retraining on Old Data Euntae Choi Kyungmi Lee Kiyoung Choi CLL 53 13 0 18 Jul 2019
Addressing Delayed Feedback for Continuous Training with Neural Networks in CTR prediction S. Ktena Alykhan Tejani Lucas Theis Pranay K. Myana D. Dilipkumar Ferenc Huszár Steven Yoo Wenzhe Shi NoLa 98 53 0 15 Jul 2019
DisCoRL: Continual Reinforcement Learning via Policy Distillation Kalifou René Traoré Hugo Caselles-Dupré Timothée Lesort Te Sun Guanghang Cai Natalia Díaz Rodríguez David Filliat OffRL 94 61 0 11 Jul 2019
Massively Multilingual Neural Machine Translation in the Wild: Findings and Challenges N. Arivazhagan Ankur Bapna Orhan Firat Dmitry Lepikhin Melvin Johnson ... George F. Foster Colin Cherry Wolfgang Macherey Zhiwen Chen Yonghui Wu 119 429 0 11 Jul 2019
Rehearsal-Free Continual Learning over Small Non-I.I.D. Batches Vincenzo Lomonaco Davide Maltoni Lorenzo Pellegrini CLL VLM 115 67 0 08 Jul 2019
Incremental Concept Learning via Online Generative Memory Recall Huaiyu Li Weiming Dong Bao-Gang Hu CLL 62 23 0 05 Jul 2019
Radial Bayesian Neural Networks: Beyond Discrete Support In Large-Scale Bayesian Deep Learning Sebastian Farquhar Michael A. Osborne Y. Gal UQCV BDL 128 58 0 01 Jul 2019
NetTailor: Tuning the Architecture, Not Just the Weights Pedro Morgado Nuno Vasconcelos MQ 70 29 0 29 Jun 2019
Continual Learning for Robotics: Definition, Framework, Learning Strategies, Opportunities and Challenges Timothée Lesort Vincenzo Lomonaco Andrei Stoian Davide Maltoni David Filliat Natalia Díaz Rodríguez CLL 162 250 0 29 Jun 2019
Continual Rare-Class Recognition with Emerging Novel Subclasses Hung T. Nguyen Xuejian Wang Leman Akoglu 55 3 0 28 Jun 2019
Lifelong Learning Starting From Zero Claes Strannegård Herman Carlström Niklas Engsner Fredrik Mäkeläinen Filip Slottner Seholm M. Chehreghani AI4CE KELM CLL 18 3 0 24 Jun 2019
Beneficial perturbation network for continual learning Shixian Wen Laurent Itti CLL KELM 34 2 0 22 Jun 2019
Fast and Flexible Multi-Task Classification Using Conditional Neural Adaptive Processes James Requeima Jonathan Gordon J. Bronskill Sebastian Nowozin Richard Turner 80 244 0 18 Jun 2019
Rapid online learning and robust recall in a neuromorphic olfactory circuit N. Imam T. A. Cleland 79 145 0 17 Jun 2019
Conditional Computation for Continual Learning Min Lin Jie Fu Yoshua Bengio CLL 83 10 0 16 Jun 2019
Variational Federated Multi-Task Learning Luca Corinzia Ami Beuret J. M. Buhmann FedML 115 161 0 14 Jun 2019
Continual and Multi-Task Architecture Search Ramakanth Pasunuru Joey Tianyi Zhou CLL 70 48 0 12 Jun 2019
Task Agnostic Continual Learning via Meta Learning Xu He Jakub Sygnowski Alexandre Galashov Andrei A. Rusu Yee Whye Teh Razvan Pascanu OOD CLL FedML 78 94 0 12 Jun 2019
Cued@wmt19:ewc&lms Felix Stahlberg Danielle Saunders Adria de Gispert Bill Byrne 66 13 0 11 Jun 2019
Continual Reinforcement Learning deployed in Real-life using Policy Distillation and Sim2Real Transfer Kalifou René Traoré Hugo Caselles-Dupré Timothée Lesort Te Sun Natalia Díaz Rodríguez David Filliat CLL OffRL 125 45 0 11 Jun 2019