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1910.10897
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Meta-World: A Benchmark and Evaluation for Multi-Task and Meta Reinforcement Learning
Conference on Robot Learning (CoRL), 2019
24 October 2019
Tianhe Yu
Deirdre Quillen
Zhanpeng He
Ryan Julian
Avnish Narayan
Hayden Shively
Adithya Bellathur
Karol Hausman
Chelsea Finn
Sergey Levine
OffRL
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Papers citing
"Meta-World: A Benchmark and Evaluation for Multi-Task and Meta Reinforcement Learning"
50 / 631 papers shown
Title
Replacing Rewards with Examples: Example-Based Policy Search via Recursive Classification
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Quality Evolvability ES: Evolving Individuals With a Distribution of Well Performing and Diverse Offspring
IEEE Symposium on Artificial Life (AL), 2021
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James Alfred Walker
227
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19 Mar 2021
Improving Context-Based Meta-Reinforcement Learning with Self-Supervised Trajectory Contrastive Learning
Bernie Wang
Si-ting Xu
Kurt Keutzer
Yang Gao
Bichen Wu
SSL
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10 Mar 2021
S4RL: Surprisingly Simple Self-Supervision for Offline Reinforcement Learning
Conference on Robot Learning (CoRL), 2021
Samarth Sinha
Ajay Mandlekar
Animesh Garg
OffRL
187
120
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10 Mar 2021
Maximum Entropy RL (Provably) Solves Some Robust RL Problems
International Conference on Learning Representations (ICLR), 2021
Benjamin Eysenbach
Sergey Levine
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10 Mar 2021
Discovering Diverse Multi-Agent Strategic Behavior via Reward Randomization
International Conference on Learning Representations (ICLR), 2021
Zhen-Yu Tang
Chao Yu
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Xiaolong Wang
Fei Fang
S. Du
Yu Wang
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201
61
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08 Mar 2021
Deep reinforcement learning in medical imaging: A literature review
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Hoang Ngan Le
Khoa Luu
Hien V Nguyen
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MedIm
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165
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05 Mar 2021
Task-Agnostic Morphology Evolution
International Conference on Learning Representations (ICLR), 2021
D. Hejna
Pieter Abbeel
Lerrel Pinto
131
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0
25 Feb 2021
Bias-reduced Multi-step Hindsight Experience Replay for Efficient Multi-goal Reinforcement Learning
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Jiafei Lyu
Yu Yang
Jiangpeng Yan
Feng Luo
Dijun Luo
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Xiu Li
166
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TradeR: Practical Deep Hierarchical Reinforcement Learning for Trade Execution
Karush Suri
Xiaolong Shi
Konstantinos Plataniotis
Y. Lawryshyn
OffRL
80
4
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16 Feb 2021
COMBO: Conservative Offline Model-Based Policy Optimization
Neural Information Processing Systems (NeurIPS), 2021
Tianhe Yu
Aviral Kumar
Rafael Rafailov
Aravind Rajeswaran
Sergey Levine
Chelsea Finn
OffRL
547
472
0
16 Feb 2021
Multi-Task Reinforcement Learning with Context-based Representations
International Conference on Machine Learning (ICML), 2021
Shagun Sodhani
Amy Zhang
Joelle Pineau
303
225
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11 Feb 2021
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Francisco J. Rodríguez-Lera
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143
11
0
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Alchemy: A benchmark and analysis toolkit for meta-reinforcement learning agents
Jane X. Wang
Michael King
Nicolas Porcel
Z. Kurth-Nelson
Tina Zhu
...
Neil C. Rabinowitz
Loic Matthey
Demis Hassabis
Alexander Lerchner
M. Botvinick
OffRL
246
38
0
04 Feb 2021
Learning by Watching: Physical Imitation of Manipulation Skills from Human Videos
IEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2021
Haoyu Xiong
Quanzhou Li
Yun-Chun Chen
Homanga Bharadhwaj
Samarth Sinha
Animesh Garg
SSL
423
122
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18 Jan 2021
Asymmetric self-play for automatic goal discovery in robotic manipulation
OpenAI OpenAI
Matthias Plappert
Raul Sampedro
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Ilge Akkaya
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Lilian Weng
Qiming Yuan
Casey Chu
Wojciech Zaremba
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262
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13 Jan 2021
Action Priors for Large Action Spaces in Robotics
Adaptive Agents and Multi-Agent Systems (AAMAS), 2021
Ondrej Biza
Dian Wang
Robert Platt
Jan-Willem van de Meent
Lawson L. S. Wong
160
15
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11 Jan 2021
Off-Policy Meta-Reinforcement Learning Based on Feature Embedding Spaces
Takahisa Imagawa
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Yoshimasa Tsuruoka
OffRL
145
2
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06 Jan 2021
When Is Generalizable Reinforcement Learning Tractable?
Neural Information Processing Systems (NeurIPS), 2021
Dhruv Malik
Yuanzhi Li
Pradeep Ravikumar
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458
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01 Jan 2021
Model-Based Visual Planning with Self-Supervised Functional Distances
International Conference on Learning Representations (ICLR), 2020
Stephen Tian
Suraj Nair
F. Ebert
Sudeep Dasari
Benjamin Eysenbach
Chelsea Finn
Sergey Levine
SSL
OffRL
334
66
0
30 Dec 2020
Towards Continual Reinforcement Learning: A Review and Perspectives
Journal of Artificial Intelligence Research (JAIR), 2020
Khimya Khetarpal
Matthew D Riemer
Irina Rish
Doina Precup
CLL
OffRL
477
372
0
25 Dec 2020
Offline Reinforcement Learning from Images with Latent Space Models
Conference on Learning for Dynamics & Control (L4DC), 2020
Rafael Rafailov
Tianhe Yu
Aravind Rajeswaran
Chelsea Finn
OffRL
167
140
0
21 Dec 2020
Learning Visual Robotic Control Efficiently with Contrastive Pre-training and Data Augmentation
IEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2020
Albert Zhan
Philip Zhao
Lerrel Pinto
Pieter Abbeel
Michael Laskin
SSL
DRL
191
26
0
14 Dec 2020
Robust Domain Randomised Reinforcement Learning through Peer-to-Peer Distillation
Chenyang Zhao
Timothy M. Hospedales
OOD
81
18
0
09 Dec 2020
Neural Dynamic Policies for End-to-End Sensorimotor Learning
Neural Information Processing Systems (NeurIPS), 2020
Shikhar Bahl
Mustafa Mukadam
Abhinav Gupta
Deepak Pathak
185
90
0
04 Dec 2020
Intervention Design for Effective Sim2Real Transfer
Melissa Mozifian
Amy Zhang
Joelle Pineau
David Meger
198
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03 Dec 2020
Latent Skill Planning for Exploration and Transfer
International Conference on Learning Representations (ICLR), 2020
Kevin Xie
Homanga Bharadhwaj
Danijar Hafner
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Florian Shkurti
259
24
0
27 Nov 2020
Connecting Context-specific Adaptation in Humans to Meta-learning
Rachit Dubey
Erin Grant
Michael Luo
Karthik Narasimhan
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225
4
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27 Nov 2020
Adaptable Automation with Modular Deep Reinforcement Learning and Policy Transfer
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Mohsen Moghaddam
121
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0
27 Nov 2020
Learn to Bind and Grow Neural Structures
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Nishant Sinha
CLL
62
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21 Nov 2020
SAFARI: Safe and Active Robot Imitation Learning with Imagination
Norman Di Palo
Edward Johns
194
8
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18 Nov 2020
C-Learning: Learning to Achieve Goals via Recursive Classification
International Conference on Learning Representations (ICLR), 2020
Benjamin Eysenbach
Ruslan Salakhutdinov
Sergey Levine
OffRL
268
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17 Nov 2020
SoftGym: Benchmarking Deep Reinforcement Learning for Deformable Object Manipulation
Conference on Robot Learning (CoRL), 2020
Xingyu Lin
Yufei Wang
Jake Olkin
David Held
245
251
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14 Nov 2020
Learning Object Manipulation Skills via Approximate State Estimation from Real Videos
Conference on Robot Learning (CoRL), 2020
Vladimir Petrik
Makarand Tapaswi
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Josef Sivic
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Reinforcement Learning with Videos: Combining Offline Observations with Interaction
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Karl Schmeckpeper
Oleh Rybkin
Kostas Daniilidis
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Chelsea Finn
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336
111
0
12 Nov 2020
Zero-Shot Terrain Generalization for Visual Locomotion Policies
Alejandro Escontrela
George Yu
P. Xu
Atil Iscen
Jie Tan
136
19
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11 Nov 2020
Challenges of Applying Deep Reinforcement Learning in Dynamic Dispatching
H. Khorasgani
Haiyan Wang
Chetan Gupta
OffRL
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109
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09 Nov 2020
Rearrangement: A Challenge for Embodied AI
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Angel X. Chang
Sonia Chernova
Andrew J. Davison
Gaowen Liu
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Jitendra Malik
Igor Mordatch
Roozbeh Mottaghi
Manolis Savva
Hao Su
LM&Ro
237
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03 Nov 2020
Information-theoretic Task Selection for Meta-Reinforcement Learning
Neural Information Processing Systems (NeurIPS), 2020
Ricardo Luna Gutierrez
Matteo Leonetti
182
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The MAGICAL Benchmark for Robust Imitation
Neural Information Processing Systems (NeurIPS), 2020
Sam Toyer
Rohin Shah
Andrew Critch
Stuart J. Russell
145
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0
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Measuring and Harnessing Transference in Multi-Task Learning
Christopher Fifty
Ehsan Amid
Zhe Zhao
Tianhe Yu
Rohan Anil
Chelsea Finn
222
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29 Oct 2020
OPAL: Offline Primitive Discovery for Accelerating Offline Reinforcement Learning
International Conference on Learning Representations (ICLR), 2020
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Aviral Kumar
Pulkit Agrawal
Sergey Levine
Ofir Nachum
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333
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Modeling and Optimization Trade-off in Meta-learning
Neural Information Processing Systems (NeurIPS), 2020
Katelyn Gao
Ozan Sener
194
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Batch Exploration with Examples for Scalable Robotic Reinforcement Learning
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H. Nam
Suraj Nair
Chelsea Finn
OffRL
142
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22 Oct 2020
CausalWorld: A Robotic Manipulation Benchmark for Causal Structure and Transfer Learning
International Conference on Learning Representations (ICLR), 2020
Ossama Ahmed
Frederik Trauble
Anirudh Goyal
Alexander Neitz
Yoshua Bengio
Bernhard Schölkopf
M. Wuthrich
Stefan Bauer
CML
305
134
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08 Oct 2020
Exploration in Approximate Hyper-State Space for Meta Reinforcement Learning
International Conference on Machine Learning (ICML), 2020
L. Zintgraf
Leo Feng
Cong Lu
Maximilian Igl
Kristian Hartikainen
Katja Hofmann
Shimon Whiteson
337
43
0
02 Oct 2020
Physically Embedded Planning Problems: New Challenges for Reinforcement Learning
M. Berk Mirza
Andrew Jaegle
Jonathan J. Hunt
A. Guez
S. Tunyasuvunakool
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Peter Karkus
S. Racanière
Lars Buesing
Timothy Lillicrap
N. Heess
AI4CE
135
13
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11 Sep 2020
Multi-Task Learning with Deep Neural Networks: A Survey
M. Crawshaw
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422
711
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AllenAct: A Framework for Embodied AI Research
Luca Weihs
Jordi Salvador
Klemen Kotar
Unnat Jain
Kuo-Hao Zeng
Roozbeh Mottaghi
Aniruddha Kembhavi
LM&Ro
AI4CE
191
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28 Aug 2020
Bowtie Networks: Generative Modeling for Joint Few-Shot Recognition and Novel-View Synthesis
Zhipeng Bao
Yu-Xiong Wang
M. Hebert
153
11
0
16 Aug 2020
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