Title
Compositional Transfer in Hierarchical Reinforcement Learning Markus Wulfmeier A. Abdolmaleki Roland Hafner Jost Tobias Springenberg Michael Neunert Tim Hertweck Thomas Lampe Noah Y. Siegel N. Heess Martin Riedmiller 30 27 0 26 Jun 2019
Shaping Belief States with Generative Environment Models for RL Karol Gregor Danilo Jimenez Rezende F. Besse Yan Wu Hamza Merzic Aaron van den Oord OffRL AI4CE 16 118 0 21 Jun 2019
Cross-View Policy Learning for Street Navigation Ang Li Huiyi Hu Piotr Wojciech Mirowski Mehrdad Farajtabar 30 27 0 13 Jun 2019
Fast Task Inference with Variational Intrinsic Successor Features Steven Hansen Will Dabney André Barreto T. Wiele David Warde-Farley Volodymyr Mnih BDL 44 151 0 12 Jun 2019
Reinforcement Learning for Integer Programming: Learning to Cut Yunhao Tang Shipra Agrawal Yuri Faenza AI4CE 24 165 0 11 Jun 2019
Importance Resampling for Off-policy Prediction M. Schlegel Wesley Chung Daniel Graves Jian Qian Martha White OffRL 11 41 0 11 Jun 2019
Gossip-based Actor-Learner Architectures for Deep Reinforcement Learning Mahmoud Assran Joshua Romoff Nicolas Ballas Joelle Pineau Michael G. Rabbat 28 32 0 09 Jun 2019
Empirical Likelihood for Contextual Bandits Nikos Karampatziakis John Langford Paul Mineiro OffRL 23 9 0 07 Jun 2019
Towards Interpretable Reinforcement Learning Using Attention Augmented Agents Alex Mott Daniel Zoran Mike Chrzanowski Daan Wierstra Danilo Jimenez Rezende 26 188 0 06 Jun 2019
How to Initialize your Network? Robust Initialization for WeightNorm & ResNets Devansh Arpit Victor Campos Yoshua Bengio 18 56 0 05 Jun 2019
Options as responses: Grounding behavioural hierarchies in multi-agent RL A. Vezhnevets Yuhuai Wu Rémi Leblond Joel Z Leibo AI4CE 20 17 0 04 Jun 2019
Stabilizing Off-Policy Q-Learning via Bootstrapping Error Reduction Aviral Kumar Justin Fu George Tucker Sergey Levine OffRL OnRL 4 1,034 0 03 Jun 2019
Neural Replicator Dynamics Daniel Hennes Dustin Morrill Shayegan Omidshafiei Rémi Munos Julien Perolat ... A. Gruslys Jean-Baptiste Lespiau Paavo Parmas Edgar A. Duénez-Guzmán K. Tuyls 21 16 0 01 Jun 2019
Interval timing in deep reinforcement learning agents B. Deverett Ryan Faulkner Meire Fortunato Greg Wayne Joel Z Leibo 17 14 0 31 May 2019
Unsupervised Model Selection for Variational Disentangled Representation Learning Sunny Duan Loic Matthey Andre Saraiva Nicholas Watters Christopher P. Burgess Alexander Lerchner I. Higgins OOD DRL 6 78 0 29 May 2019
An Explicitly Relational Neural Network Architecture Murray Shanahan Kyriacos Nikiforou Antonia Creswell Christos Kaplanis David Barrett M. Garnelo NAI 3DV GAN 25 68 0 24 May 2019
Combining Experience Replay with Exploration by Random Network Distillation Francesco Sovrano 18 15 0 18 May 2019
Optimizing Sequential Medical Treatments with Auto-Encoding Heuristic Search in POMDPs Luchen Li Matthieu Komorowski Aldo A. Faisal OffRL 29 13 0 17 May 2019
Trajectory-Based Off-Policy Deep Reinforcement Learning Andreas Doerr Michael Volpp Marc Toussaint Sebastian Trimpe Christian Daniel OffRL 29 2 0 14 May 2019
Smoothing Policies and Safe Policy Gradients Matteo Papini Matteo Pirotta Marcello Restelli 26 29 0 08 May 2019
Reinforced Genetic Algorithm Learning for Optimizing Computation Graphs Aditya Sanjay Paliwal Felix Gimeno Vinod Nair Yujia Li Miles Lubin Pushmeet Kohli Oriol Vinyals OffRL GNN 16 64 0 07 May 2019
Dimension-Wise Importance Sampling Weight Clipping for Sample-Efficient Reinforcement Learning Seungyul Han Y. Sung OffRL 6 20 0 07 May 2019
Information asymmetry in KL-regularized RL Alexandre Galashov Siddhant M. Jayakumar Leonard Hasenclever Dhruva Tirumala Jonathan Richard Schwarz Guillaume Desjardins Wojciech M. Czarnecki Yee Whye Teh Razvan Pascanu N. Heess OffRL 17 102 0 03 May 2019
Challenges of Real-World Reinforcement Learning Gabriel Dulac-Arnold D. Mankowitz Todd Hester OffRL 37 542 0 29 Apr 2019
Ray Interference: a Source of Plateaus in Deep Reinforcement Learning Tom Schaul Diana Borsa Joseph Modayil Razvan Pascanu 16 63 0 25 Apr 2019
Towards Combining On-Off-Policy Methods for Real-World Applications Kai-Chun Hu Chen-Huan Pi Ting Han Wei I-Chen Wu Stone Cheng Yi-Wei Dai Wei-Yuan Ye OffRL 6 2 0 24 Apr 2019
Rogue-Gym: A New Challenge for Generalization in Reinforcement Learning Yuji Kanagawa Tomoyuki Kaneko 21 12 0 17 Apr 2019
Only Relevant Information Matters: Filtering Out Noisy Samples to Boost RL Yannis Flet-Berliac Philippe Preux 6 2 0 08 Apr 2019
Creating Pro-Level AI for a Real-Time Fighting Game Using Deep Reinforcement Learning In-Suk Oh Seungeun Rho Sangbin Moon Seongho Son Hyoil Lee Jinyun Chung 23 52 0 08 Apr 2019
Deep Reinforcement Learning on a Budget: 3D Control and Reasoning Without a Supercomputer E. Beeching Christian Wolf J. Dibangoye Olivier Simonin OffRL LRM 35 25 0 03 Apr 2019
Meta-Learning surrogate models for sequential decision making Alexandre Galashov Jonathan Richard Schwarz Hyunjik Kim M. Garnelo D. Saxton Pushmeet Kohli S. M. Ali Eslami Yee Whye Teh BDL OffRL 28 26 0 28 Mar 2019
Generalized Off-Policy Actor-Critic Shangtong Zhang Wendelin Bohmer Shimon Whiteson OffRL CML 19 43 0 27 Mar 2019
Optimization Methods for Interpretable Differentiable Decision Trees in Reinforcement Learning I. D. Rodriguez Taylor W. Killian Ivan Dario Jimenez Rodriguez Sung-Hyun Son Matthew C. Gombolay OffRL 15 12 0 22 Mar 2019
Learning Reciprocity in Complex Sequential Social Dilemmas Tom Eccles Edward Hughes János Kramár S. Wheelwright Joel Z Leibo 9 49 0 19 Mar 2019
Exploiting Hierarchy for Learning and Transfer in KL-regularized RL Dhruva Tirumala Hyeonwoo Noh Alexandre Galashov Leonard Hasenclever Arun Ahuja Greg Wayne Razvan Pascanu Yee Whye Teh N. Heess OffRL 11 45 0 18 Mar 2019
Scheduled Intrinsic Drive: A Hierarchical Take on Intrinsically Motivated Exploration Jingwei Zhang Niklas Wetzel Nicolai Dorka Joschka Boedecker Wolfram Burgard 11 26 0 18 Mar 2019
A Multi-Agent Off-Policy Actor-Critic Algorithm for Distributed Reinforcement Learning Wesley A Suttle Zhuoran Yang Kaipeng Zhang Zhaoran Wang Tamer Basar Ji Liu OffRL 10 62 0 15 Mar 2019
The StreetLearn Environment and Dataset Piotr Wojciech Mirowski Andras Banki-Horvath Keith Anderson Denis Teplyashin Karl Moritz Hermann ... Matthew Koichi Grimes Karen Simonyan Koray Kavukcuoglu Andrew Zisserman R. Hadsell 3DV 26 64 0 04 Mar 2019
Asynchronous Episodic Deep Deterministic Policy Gradient: Towards Continuous Control in Computationally Complex Environments Zhizheng Zhang Jiale Chen Zhibo Chen Weiping Li OffRL 27 60 0 03 Mar 2019
Autocurricula and the Emergence of Innovation from Social Interaction: A Manifesto for Multi-Agent Intelligence Research Joel Z Leibo Edward Hughes Marc Lanctot T. Graepel 27 105 0 02 Mar 2019
Learning To Follow Directions in Street View Karl Moritz Hermann Mateusz Malinowski Piotr Wojciech Mirowski Andras Banki-Horvath Keith Anderson R. Hadsell SSL 26 66 0 01 Mar 2019
Model-Based Reinforcement Learning for Atari Lukasz Kaiser Mohammad Babaeizadeh Piotr Milos B. Osinski R. Campbell ... Sergey Levine Afroz Mohiuddin Ryan Sepassi George Tucker Henryk Michalewski OffRL 24 840 0 01 Mar 2019
Neural Packet Classification Eric Liang Hang Zhu Xin Jin Ion Stoica OffRL 35 120 0 27 Feb 2019
Leveraging Communication Topologies Between Learning Agents in Deep Reinforcement Learning D. Adjodah D. Calacci Abhimanyu Dubey Anirudh Goyal P. Krafft Esteban Moro Egido Alex Pentland AI4CE 22 8 0 16 Feb 2019
Neural-encoding Human Experts' Domain Knowledge to Warm Start Reinforcement Learning Andrew Silva Matthew C. Gombolay OffRL 27 20 0 15 Feb 2019
Simultaneously Learning Vision and Feature-based Control Policies for Real-world Ball-in-a-Cup Devin Schwab Tobias Springenberg M. Martins Thomas Lampe Michael Neunert A. Abdolmaleki Tim Hertweck Roland Hafner F. Nori Martin Riedmiller 21 22 0 13 Feb 2019
Contextual Recurrent Neural Networks Sam Wenke J. Fleming 11 5 0 09 Feb 2019
Metaoptimization on a Distributed System for Deep Reinforcement Learning Greg Heinrich I. Frosio OffRL 21 2 0 07 Feb 2019
Distilling Policy Distillation Wojciech M. Czarnecki Razvan Pascanu Simon Osindero Siddhant M. Jayakumar G. Swirszcz Max Jaderberg 16 131 0 06 Feb 2019
The Hanabi Challenge: A New Frontier for AI Research Nolan Bard Jakob N. Foerster A. Chandar Neil Burch Marc Lanctot ... Iain Dunning Shibl Mourad Hugo Larochelle Marc G. Bellemare Michael Bowling LLMAG 15 351 0 01 Feb 2019