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Suraj Nair — most-cited papers & profile · Reinforcement Learning
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·
overview
Suraj Nair
34
papers ·
685
citations
Google Scholar ↗
Semantic Scholar ↗
OpenAlex ↗
Most-cited papers
Goal-Aware Prediction: Learning to Model What Matters
2020 · 25 citations
Recovery RL: Safe Reinforcement Learning with Learned Recovery Zones
2020 · 20 citations
Model-Based Visual Planning with Self-Supervised Functional Distances
2020 · 17 citations
Learning Language-Conditioned Robot Behavior from Offline Data and Crowd-Sourced Annotation
2021 · 12 citations
Example-Driven Model-Based Reinforcement Learning for Solving Long-Horizon Visuomotor Tasks
2021 · 7 citations
Learning Generalizable Robotic Reward Functions from "In-The-Wild" Human Videos
2021 · 5 citations
MESA: Offline Meta-RL for Safe Adaptation and Fault Tolerance
2021 · 5 citations
$π^*_0.6$: a VLA That Learns From Experience
2025
Batch Exploration with Examples for Scalable Robotic Reinforcement Learning
2020
Top co-authors
Chelsea Finn
· 9
Ashwin Balakrishna
· 3
Brian Ichter
· 2
Michael Luo
· 2
Sergey Levine
· 2
Silvio Savarese
· 2
Allen Z. Ren
· 1
Bohan Wu
· 1
Danny Driess
· 1
Eric Mitchell
· 1
Ion Stoica
· 1
Jie Tan
· 1
Topics
Exploration
Offline RL
Model-Based RL
Safe RL
Meta-RL
cs.LG
cs.RO
Policy Gradient