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Aviral Kumar — most-cited papers & profile · Reinforcement Learning
← authors
·
overview
Aviral Kumar
59
papers ·
2558
citations ·
21
h-index
Google Scholar ↗
Semantic Scholar ↗
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Most-cited papers
Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems
2020 · 796 citations
Conservative Q-Learning for Offline Reinforcement Learning
2020 · 537 citations
D4RL: Datasets for Deep Data-Driven Reinforcement Learning
2020 · 332 citations
Stabilizing Off-Policy Q-Learning via Bootstrapping Error Reduction
2019 · 235 citations
Advantage-Weighted Regression: Simple and Scalable Off-Policy Reinforcement Learning
2019 · 166 citations
COMBO: Conservative Offline Model-Based Policy Optimization
2021 · 52 citations
COG: Connecting New Skills to Past Experience with Offline Reinforcement Learning
2020 · 38 citations
DisCor: Corrective Feedback in Reinforcement Learning via Distribution Correction
2020 · 36 citations
Diagnosing Bottlenecks in Deep Q-learning Algorithms
2019 · 34 citations
Conservative Safety Critics for Exploration
2020 · 32 citations
Why Generalization in RL is Difficult: Epistemic POMDPs and Implicit Partial Observability
2021 · 26 citations
Benchmarks for Deep Off-Policy Evaluation
2021 · 25 citations
OPAL: Offline Primitive Discovery for Accelerating Offline Reinforcement Learning
2020 · 21 citations
One Solution is Not All You Need: Few-Shot Extrapolation via Structured MaxEnt RL
2020 · 21 citations
Cal-QL: Calibrated Offline RL Pre-Training for Efficient Online Fine-Tuning
2023 · 20 citations
Top co-authors
Sergey Levine
· 44
Chelsea Finn
· 8
George Tucker
· 8
Yevgen Chebotar
· 7
Anikait Singh
· 6
Rishabh Agarwal
· 6
Justin Fu
· 5
Quan Vuong
· 5
Amrith Setlur
· 4
Ofir Nachum
· 4
Tianhe Yu
· 4
Xinyang Geng
· 4
Topics
Offline RL
Value-Based
Model-Based RL
Policy Gradient
Exploration
Meta-RL
Safe RL
RLHF & Alignment
Multi-Agent
Game AI