Goal-conditioned Imitation Learning

13 June 2019

Pieter Abbeel

Papers citing "Goal-conditioned Imitation Learning"

50 / 155 papers shown

Title
Universal Visual Decomposer: Long-Horizon Manipulation Made Easy Zichen Zhang Yunshuang Li Osbert Bastani Abhishek Gupta Dinesh Jayaraman Yecheng Jason Ma Luca Weihs 37 17 0 12 Oct 2023
Learning to Act from Actionless Videos through Dense Correspondences Po-Chen Ko Jiayuan Mao Yilun Du Shao-Hua Sun Josh Tenenbaum 30 76 0 12 Oct 2023
GROOT: Learning to Follow Instructions by Watching Gameplay Videos Shaofei Cai Bowei Zhang Zihao Wang Xiaojian Ma Guy Van den Broeck Yitao Liang 83 26 0 12 Oct 2023
Learning to Reach Goals via Diffusion V. Jain Siamak Ravanbakhsh DiffM OffRL 43 3 0 04 Oct 2023
End-to-End (Instance)-Image Goal Navigation through Correspondence as an Emergent Phenomenon G. Bono L. Antsfeld Boris Chidlovskii Zhi Zheng Christian Wolf 3DV 31 9 0 28 Sep 2023
Intrinsic Language-Guided Exploration for Complex Long-Horizon Robotic Manipulation Tasks Wenke Huang Filippos Christianos Zhibin Li 40 8 0 28 Sep 2023
Hierarchical Imitation Learning for Stochastic Environments Maximilian Igl Punit Shah Paul Mougin S. Srinivasan Tarun Gupta Brandyn White K. Shiarlis Shimon Whiteson OOD 24 2 0 25 Sep 2023
Guide Your Agent with Adaptive Multimodal Rewards Changyeon Kim Younggyo Seo Hao Liu Lisa Lee Jinwoo Shin Honglak Lee Kimin Lee 23 9 0 19 Sep 2023
Value-Informed Skill Chaining for Policy Learning of Long-Horizon Tasks with Surgical Robot Tao Huang Kai-xiang Chen Wang Wei Jianan Li Yonghao Long Qi Dou OffRL 26 6 0 31 Jul 2023
HIQL: Offline Goal-Conditioned RL with Latent States as Actions Seohong Park Dibya Ghosh Benjamin Eysenbach Sergey Levine OffRL 30 45 0 22 Jul 2023
Magnetic Field-Based Reward Shaping for Goal-Conditioned Reinforcement Learning Hongyu Ding Yuan-Yan Tang Qing Wu Bo Wang Chunlin Chen Zhi Wang 37 4 0 16 Jul 2023
Goal-Conditioned Predictive Coding for Offline Reinforcement Learning Zilai Zeng Ce Zhang Shijie Wang Chen Sun OffRL 29 5 0 07 Jul 2023
$RObotic MAnipulation Network (ROMAN) $\unicode{x2013}$ Hybrid Hierarchical Learning for Solving Complex Sequential Tasks$ RObotic MAnipulation Network (ROMAN) $\unicode{x2013}$ Hybrid Hierarchical Learning for Solving Complex Sequential Tasks Eleftherios Triantafyllidis Fernando Acero Zhaocheng Liu Zhibin Li 16 0 0 30 Jun 2023
Design from Policies: Conservative Test-Time Adaptation for Offline Policy Optimization Jinxin Liu Hongyin Zhang Zifeng Zhuang Yachen Kang Donglin Wang Bin Wang OffRL 44 8 0 26 Jun 2023
Waypoint Transformer: Reinforcement Learning via Supervised Learning with Intermediate Targets Anirudhan Badrinath Yannis Flet-Berliac Allen Nie Emma Brunskill OffRL 32 16 0 24 Jun 2023
Curricular Subgoals for Inverse Reinforcement Learning Shunyu Liu Yunpeng Qing Shuqi Xu Hongyan Wu Jiangtao Zhang Jingyuan Cong Tianhao Chen Yunfu Liu Mingli Song 23 1 0 14 Jun 2023
PEAR: Primitive enabled Adaptive Relabeling for boosting Hierarchical Reinforcement Learning Utsav Singh Vinay P. Namboodiri OffRL 39 3 0 10 Jun 2023
Learning with a Mole: Transferable latent spatial representations for navigation without reconstruction G. Bono L. Antsfeld Assem Sadek G. Monaci Christian Wolf SSL 38 5 0 06 Jun 2023
Stabilizing Contrastive RL: Techniques for Robotic Goal Reaching from Offline Data Chongyi Zheng Benjamin Eysenbach Homer Walke Patrick Yin Kuan Fang Ruslan Salakhutdinov Sergey Levine SSL OffRL 39 4 0 06 Jun 2023
Inverse Dynamics Pretraining Learns Good Representations for Multitask Imitation David Brandfonbrener Ofir Nachum Joan Bruna AI4CE 26 21 0 26 May 2023
Learning Video-Conditioned Policies for Unseen Manipulation Tasks Elliot Chane-Sane Cordelia Schmid Ivan Laptev 27 18 0 10 May 2023
Distance Weighted Supervised Learning for Offline Interaction Data Joey Hejna Jensen Gao Dorsa Sadigh OffRL 36 12 0 26 Apr 2023
Proximal Curriculum for Reinforcement Learning Agents Georgios Tzannetos Bárbara Gomes Ribeiro Parameswaran Kamalaruban Adish Singla 32 5 0 25 Apr 2023
Behavior Retrieval: Few-Shot Imitation Learning by Querying Unlabeled Datasets Maximilian Du Suraj Nair Dorsa Sadigh Chelsea Finn OffRL 24 32 0 18 Apr 2023
CRISP: Curriculum inducing Primitive Informed Subgoal Prediction Utsav Singh Vinay P. Namboodiri 31 3 0 07 Apr 2023
Imitating Graph-Based Planning with Goal-Conditioned Policies Junsup Kim Younggyo Seo Sungsoo Ahn Kyunghwan Son Jinwoo Shin 28 10 0 20 Mar 2023
Goal-conditioned Offline Reinforcement Learning through State Space Partitioning Mianchu Wang Yue Jin Giovanni Montana OffRL 21 3 0 16 Mar 2023
Demonstration-Guided Reinforcement Learning with Efficient Exploration for Task Automation of Surgical Robot Tao Huang Kai-xiang Chen Bin Li Yunhui Liu Qingxu Dou 35 23 0 20 Feb 2023
Open-World Multi-Task Control Through Goal-Aware Representation Learning and Adaptive Horizon Prediction Shaofei Cai Zihao Wang Xiaojian Ma Guy Van den Broeck Yitao Liang 50 40 0 21 Jan 2023
Genetic Imitation Learning by Reward Extrapolation Boyuan Zheng Jianlong Zhou Fang Chen 17 0 0 03 Jan 2023
On Transforming Reinforcement Learning by Transformer: The Development Trajectory Shengchao Hu Li Shen Ya Zhang Yixin Chen Dacheng Tao OffRL 27 25 0 29 Dec 2022
UniMASK: Unified Inference in Sequential Decision Problems Micah Carroll Orr Paradise Jessy Lin Raluca Georgescu Mingfei Sun ... Stephanie Milani Katja Hofmann Matthew J. Hausknecht Anca Dragan Sam Devlin OffRL 26 21 0 20 Nov 2022
Learning Control by Iterative Inversion Gal Leibovich Guy Jacob Or Avner Gal Novik Aviv Tamar 21 0 0 03 Nov 2022
Learning Modular Robot Locomotion from Demonstrations Julian Whitman Howie Choset 31 1 0 31 Oct 2022
D-Shape: Demonstration-Shaped Reinforcement Learning via Goal Conditioning Caroline Wang Garrett A. Warnell Peter Stone 40 3 0 26 Oct 2022
Hierarchical Model-Based Imitation Learning for Planning in Autonomous Driving Eli Bronstein Mark Palatucci Dominik Notz Brandyn White Alex Kuefler ... Punit Shah Evan Racah Benjamin Frenkel Shimon Whiteson Drago Anguelov 45 58 0 18 Oct 2022
Generalization with Lossy Affordances: Leveraging Broad Offline Data for Learning Visuomotor Tasks Kuan Fang Patrick Yin Ashvin Nair Homer Walke Ge Yan Sergey Levine OffRL 31 22 0 12 Oct 2022
Interactive Language: Talking to Robots in Real Time Corey Lynch Ayzaan Wahid Jonathan Tompson Tianli Ding James Betker Robert Baruch Travis Armstrong Peter R. Florence LM&Ro 38 215 0 12 Oct 2022
GoalsEye: Learning High Speed Precision Table Tennis on a Physical Robot Tianli Ding L. Graesser Saminda Abeyruwan David B. DÁmbrosio Anish Shankar P. Sermanet Pannag R. Sanketi Corey Lynch 50 20 0 07 Oct 2022
Follow The Rules: Online Signal Temporal Logic Tree Search for Guided Imitation Learning in Stochastic Domains J. J. Aloor Jay Patrikar Parv Kapoor Jean Oh Sebastian Scherer 30 11 0 27 Sep 2022
Understanding Hindsight Goal Relabeling from a Divergence Minimization Perspective Lunjun Zhang Bradly C. Stadie 22 1 0 26 Sep 2022
Goal-Aware Generative Adversarial Imitation Learning from Imperfect Demonstration for Robotic Cloth Manipulation Yoshihisa Tsurumine Takamitsu Matsubara 35 13 0 21 Sep 2022
Contrastive Learning as Goal-Conditioned Reinforcement Learning Benjamin Eysenbach Tianjun Zhang Ruslan Salakhutdinov Sergey Levine SSL OffRL 28 139 0 15 Jun 2022
Value Memory Graph: A Graph-Structured World Model for Offline Reinforcement Learning Deyao Zhu Erran L. Li Mohamed Elhoseiny OffRL 37 8 0 09 Jun 2022
Imitating Past Successes can be Very Suboptimal Benjamin Eysenbach Soumith Udatha Sergey Levine Ruslan Salakhutdinov OffRL 29 16 0 07 Jun 2022
Know Your Boundaries: The Necessity of Explicit Behavioral Cloning in Offline RL Wonjoon Goo S. Niekum OffRL 30 20 0 01 Jun 2022
Hierarchical Planning Through Goal-Conditioned Offline Reinforcement Learning Jinning Li Chen Tang Masayoshi Tomizuka Wei Zhan OffRL 53 57 0 24 May 2022
Chain of Thought Imitation with Procedure Cloning Mengjiao Yang Dale Schuurmans Pieter Abbeel Ofir Nachum OffRL 32 30 0 22 May 2022
Planning to Practice: Efficient Online Fine-Tuning by Composing Goals in Latent Space Kuan Fang Patrick Yin Ashvin Nair Sergey Levine OffRL 58 29 0 17 May 2022
Towards Flexible Inference in Sequential Decision Problems via Bidirectional Transformers Micah Carroll Jessy Lin Orr Paradise Raluca Georgescu Mingfei Sun ... Stephanie Milani Katja Hofmann Matthew J. Hausknecht Anca Dragan Sam Devlin OffRL 40 10 0 28 Apr 2022