Title
SECANT: Self-Expert Cloning for Zero-Shot Generalization of Visual Policies Linxi Fan Guanzhi Wang De-An Huang Zhiding Yu Li Fei-Fei Yuke Zhu Anima Anandkumar OffRL 30 63 0 17 Jun 2021
Towards Practical Credit Assignment for Deep Reinforcement Learning Vyacheslav Alipov Riley Simmons-Edler N.Yu. Putintsev Pavel Kalinin Dmitry Vetrov OffRL 35 11 0 08 Jun 2021
Same State, Different Task: Continual Reinforcement Learning without Interference Samuel Kessler Jack Parker-Holder Philip J. Ball S. Zohren Stephen J. Roberts CLL OffRL 19 46 0 05 Jun 2021
What Matters for Adversarial Imitation Learning? Manu Orsini Anton Raichuk Léonard Hussenot Damien Vincent Robert Dadashi Sertan Girgin M. Geist Olivier Bachem Olivier Pietquin Marcin Andrychowicz 49 77 0 01 Jun 2021
Deeply-Debiased Off-Policy Interval Estimation C. Shi Runzhe Wan Victor Chernozhukov R. Song OffRL 25 36 0 10 May 2021
Auto-Tuned Sim-to-Real Transfer Yuqing Du Olivia Watkins Trevor Darrell Pieter Abbeel Deepak Pathak 27 69 0 15 Apr 2021
GEM: Group Enhanced Model for Learning Dynamical Control Systems Philippe Hansen-Estruch Wenling Shang Lerrel Pinto Pieter Abbeel Stas Tiomkin AI4CE 33 2 0 07 Apr 2021
Learning Generalizable Robotic Reward Functions from "In-The-Wild" Human Videos Annie S. Chen Suraj Nair Chelsea Finn 38 137 0 31 Mar 2021
Learning Reactive and Predictive Differentiable Controllers for Switching Linear Dynamical Models Saumya Saxena A. LaGrassa Oliver Kroemer 23 4 0 26 Mar 2021
Nearly Horizon-Free Offline Reinforcement Learning Tongzheng Ren Jialian Li Bo Dai S. Du Sujay Sanghavi OffRL 32 49 0 25 Mar 2021
Regularized Behavior Value Estimation Çağlar Gülçehre Sergio Gomez Colmenarejo Ziyun Wang Jakub Sygnowski T. Paine Konrad Zolna Yutian Chen Matthew W. Hoffman Razvan Pascanu Nando de Freitas OffRL 31 37 0 17 Mar 2021
HyperDynamics: Meta-Learning Object and Agent Dynamics with Hypernetworks Zhou Xian Shamit Lal H. Tung Emmanouil Antonios Platanios Katerina Fragkiadaki AI4CE 33 23 0 17 Mar 2021
Bayesian Meta-Learning for Few-Shot Policy Adaptation Across Robotic Platforms Ali Ghadirzadeh Xi Chen Petra Poklukar Chelsea Finn Mårten Björkman Danica Kragic BDL 39 41 0 05 Mar 2021
Interpretability in Contact-Rich Manipulation via Kinodynamic Images Ioanna Mitsioni Joonatan Mänttäri Y. Karayiannidis John Folkesson Danica Kragic FAtt 11 3 0 23 Feb 2021
kPAM 2.0: Feedback Control for Category-Level Robotic Manipulation Wei Gao Russ Tedrake 29 71 0 11 Feb 2021
Asymmetric self-play for automatic goal discovery in robotic manipulation OpenAI OpenAI Matthias Plappert Raul Sampedro Tao Xu Ilge Akkaya ... Hyeonwoo Noh Lilian Weng Qiming Yuan Casey Chu Wojciech Zaremba SSL 82 76 0 13 Jan 2021
Mesh Based Analysis of Low Fractal Dimension Reinforcement Learning Policies Sean Gillen Katie Byl AI4CE 20 2 0 24 Dec 2020
Emergent Hand Morphology and Control from Optimizing Robust Grasps of Diverse Objects Xinlei Pan Animesh Garg Anima Anandkumar Yuke Zhu 18 15 0 22 Dec 2020
Learning Cross-Domain Correspondence for Control with Dynamics Cycle-Consistency Qiang Zhang Tete Xiao Alexei A. Efros Lerrel Pinto Xiaolong Wang 20 62 0 17 Dec 2020
TACTO: A Fast, Flexible, and Open-source Simulator for High-Resolution Vision-based Tactile Sensors Shaoxiong Wang Mike Lambeta Po-wei Chou Roberto Calandra 18 137 0 15 Dec 2020
EventHands: Real-Time Neural 3D Hand Pose Estimation from an Event Stream Viktor Rudnev Vladislav Golyanik Jiayi Wang Hans-Peter Seidel Franziska Mueller Mohamed A. Elgharib Christian Theobalt 34 51 0 11 Dec 2020
Bi-directional Domain Adaptation for Sim2Real Transfer of Embodied Navigation Agents Joanne Truong Sonia Chernova Dhruv Batra 33 56 0 24 Nov 2020
Fast robust peg-in-hole insertion with continuous visual servoing R. Haugaard Jeppe Langaa Christoffer Sloth A. Buch 19 31 0 12 Nov 2020
Simulating Autonomous Driving in Massive Mixed Urban Traffic Yuanfu Luo Panpan Cai Yiyuan Lee David Hsu 19 3 0 11 Nov 2020
Playing optical tweezers with deep reinforcement learning: in virtual, physical and augmented environments M. Praeger Yunhui Xie J. Grant-Jacob R. Eason B. Mills 22 11 0 05 Nov 2020
Learning Robot Trajectories subject to Kinematic Joint Constraints Jonas C. Kiemel Torsten Kröger 22 7 0 01 Nov 2020
COG: Connecting New Skills to Past Experience with Offline Reinforcement Learning Avi Singh Albert Yu Jonathan Yang Jesse Zhang Aviral Kumar Sergey Levine SSL OffRL OnRL 35 103 0 27 Oct 2020
On the Transfer of Disentangled Representations in Realistic Settings Andrea Dittadi Frederik Trauble Francesco Locatello M. Wuthrich Vaibhav Agrawal Ole Winther Stefan Bauer Bernhard Schölkopf OOD 35 80 0 27 Oct 2020
Behavior Priors for Efficient Reinforcement Learning Dhruva Tirumala Alexandre Galashov Hyeonwoo Noh Leonard Hasenclever Razvan Pascanu ... Guillaume Desjardins Wojciech M. Czarnecki Arun Ahuja Yee Whye Teh N. Heess 37 39 0 27 Oct 2020
High Acceleration Reinforcement Learning for Real-World Juggling with Binary Rewards Kai Ploeger M. Lutter Jan Peters 22 29 0 26 Oct 2020
Predicting Infectiousness for Proactive Contact Tracing Yoshua Bengio Prateek Gupta Tegan Maharaj Nasim Rahaman Martin Weiss ... Irina Rish Bernhard Schölkopf Abhinav Sharma Jian Tang Andrew Robert Williams 42 15 0 23 Oct 2020
Reinforcement Learning with Combinatorial Actions: An Application to Vehicle Routing A. Delarue Ross Anderson Christian Tjandraatmadja 35 94 0 22 Oct 2020
Robust Constrained Reinforcement Learning for Continuous Control with Model Misspecification D. Mankowitz D. A. Calian Rae Jeong Cosmin Paduraru N. Heess Sumanth Dathathri Martin Riedmiller Timothy A. Mann 24 11 0 20 Oct 2020
Learning Arbitrary-Goal Fabric Folding with One Hour of Real Robot Experience Robert Lee Daniel Ward Akansel Cosgun Vibhavari Dasagi Peter Corke Jurgen Leitner SSL 25 66 0 07 Oct 2020
Lyapunov-Based Reinforcement Learning for Decentralized Multi-Agent Control Qingrui Zhang Hao Dong Wei Pan 29 6 0 20 Sep 2020
GRAC: Self-Guided and Self-Regularized Actor-Critic Lin Shao Yifan You Mengyuan Yan Qingyun Sun Jeannette Bohg 29 23 0 18 Sep 2020
Autonomous Learning of Features for Control: Experiments with Embodied and Situated Agents Nicola Milano S. Nolfi 16 0 0 15 Sep 2020
Learning Dexterous Grasping with Object-Centric Visual Affordances Priyanka Mandikal Kristen Grauman 30 135 0 03 Sep 2020
Learning Off-Policy with Online Planning Harshit S. Sikchi Wenxuan Zhou David Held OffRL 37 46 0 23 Aug 2020
A Framework for Studying Reinforcement Learning and Sim-to-Real in Robot Soccer H. Bassani R. A. Delgado J. N. D. O. L. Junior H. R. Medeiros Pedro H. M. Braga Mateus G. Machado L. H. C. Santos Alain Tapp 10 9 0 18 Aug 2020
A Tendon-driven Robot Gripper with Passively Switchable Underactuated Surface and its Physics Simulation Based Parameter Optimization Tianyi Ko 14 34 0 13 Aug 2020
TriFinger: An Open-Source Robot for Learning Dexterity Manuel Wüthrich Felix Widmaier F. Grimminger J. Akpo S. Joshi ... Julian Viereck M. Naveau Ludovic Righetti Bernhard Schölkopf Stefan Bauer 27 72 0 08 Aug 2020
Data-efficient Hindsight Off-policy Option Learning Markus Wulfmeier Dushyant Rao Roland Hafner Thomas Lampe A. Abdolmaleki ... Michael Neunert Dhruva Tirumala Noah Y. Siegel N. Heess Martin Riedmiller OffRL 31 47 0 30 Jul 2020
Monte-Carlo Tree Search as Regularized Policy Optimization Jean-Bastien Grill Florent Altché Yunhao Tang Thomas Hubert Michal Valko Ioannis Antonoglou Rémi Munos 27 73 0 24 Jul 2020
Task-Agnostic Exploration via Policy Gradient of a Non-Parametric State Entropy Estimate Mirco Mutti Lorenzo Pratissoli Marcello Restelli 11 19 0 09 Jul 2020
Self-Supervised Policy Adaptation during Deployment Nicklas Hansen Rishabh Jangir Yu Sun Guillem Alenyà Pieter Abbeel Alexei A. Efros Lerrel Pinto Xiaolong Wang 41 159 0 08 Jul 2020
Counterfactual Data Augmentation using Locally Factored Dynamics Silviu Pitis Elliot Creager Animesh Garg BDL OffRL 26 85 0 06 Jul 2020
Automatic Curriculum Learning through Value Disagreement Yunzhi Zhang Pieter Abbeel Lerrel Pinto 35 103 0 17 Jun 2020
What Matters In On-Policy Reinforcement Learning? A Large-Scale Empirical Study Marcin Andrychowicz Anton Raichuk Piotr Stańczyk Manu Orsini Sertan Girgin ... M. Geist Olivier Pietquin Marcin Michalski Sylvain Gelly Olivier Bachem OffRL 31 214 0 10 Jun 2020
Learning to Play Table Tennis From Scratch using Muscular Robots Le Chen Simon Guist Roberto Calandra V. Berenz Bernhard Schölkopf Jan Peters 17 88 0 10 Jun 2020