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Ashvin Nair — most-cited papers & profile · Reinforcement Learning
← authors
·
overview
Ashvin Nair
14
papers ·
514
citations ·
14
h-index
Google Scholar ↗
Semantic Scholar ↗
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Most-cited papers
Visual Reinforcement Learning with Imagined Goals
2018 · 183 citations
Offline Reinforcement Learning with Implicit Q-Learning
2021 · 131 citations
AWAC: Accelerating Online Reinforcement Learning with Offline Datasets
2020 · 71 citations
Skew-Fit: State-Covering Self-Supervised Reinforcement Learning
2019 · 66 citations
Contextual Imagined Goals for Self-Supervised Robotic Learning
2019 · 15 citations
Planning to Practice: Efficient Online Fine-Tuning by Composing Goals in Latent Space
2022 · 15 citations
Offline Meta-Reinforcement Learning with Online Self-Supervision
2021 · 8 citations
Bisimulation Makes Analogies in Goal-Conditioned Reinforcement Learning
2022 · 5 citations
DisCo RL: Distribution-Conditioned Reinforcement Learning for General-Purpose Policies
2021 · 4 citations
Deep Reinforcement Learning for Industrial Insertion Tasks with Visual Inputs and Natural Rewards
2019 · 1 citations
Generalization with Lossy Affordances: Leveraging Broad Offline Data for Learning Visuomotor Tasks
2022
Learning on the Job: Self-Rewarding Offline-to-Online Finetuning for Industrial Insertion of Novel Connectors from Vision
2022
Top co-authors
Sergey Levine
· 12
Shikhar Bahl
· 4
Murtaza Dalal
· 3
Patrick Yin
· 3
Vitchyr H. Pong
· 3
Alexander Khazatsky
· 2
Eugen Solowjow
· 2
Glen Berseth
· 2
Kuan Fang
· 2
Steven Lin
· 2
Vitchyr Pong
· 2
Abhishek Gupta
· 1
Topics
Exploration
Meta-RL
Offline RL
Model-Based RL
Value-Based
Safe RL
Policy Gradient