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Scott Niekum — most-cited papers & profile · Reinforcement Learning
← authors
·
overview
Scott Niekum
42
papers ·
369
citations ·
26
h-index
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Most-cited papers
Extrapolating Beyond Suboptimal Demonstrations via Inverse Reinforcement Learning from Observations
2019 · 120 citations
Self-Supervised Online Reward Shaping in Sparse-Reward Environments
2021 · 39 citations
Risk-Aware Active Inverse Reinforcement Learning
2019 · 21 citations
Deep Bayesian Reward Learning from Preferences
2019 · 15 citations
PixL2R: Guiding Reinforcement Learning Using Natural Language by Mapping Pixels to Rewards
2020 · 13 citations
Data-Efficient Policy Evaluation Through Behavior Policy Search
2017 · 9 citations
Importance Sampling Policy Evaluation with an Estimated Behavior Policy
2018 · 8 citations
Models of human preference for learning reward functions
2022 · 8 citations
Adversarial Intrinsic Motivation for Reinforcement Learning
2021 · 4 citations
Universal Off-Policy Evaluation
2021 · 3 citations
Know Your Boundaries: The Necessity of Explicit Behavioral Cloning in Offline RL
2022 · 3 citations
Scaling Laws for Reward Model Overoptimization in Direct Alignment Algorithms
2024 · 3 citations
Machine Teaching for Inverse Reinforcement Learning: Algorithms and Applications
2018 · 2 citations
Bayesian Robust Optimization for Imitation Learning
2020 · 2 citations
You Only Evaluate Once: a Simple Baseline Algorithm for Offline RL
2021 · 2 citations
Top co-authors
Caleb Chuck
· 8
Harshit Sikchi
· 8
Daniel S. Brown
· 6
Peter Stone
· 6
Amy Zhang
· 5
Wonjoon Goo
· 5
Philip S. Thomas
· 4
Siddhant Agarwal
· 4
Josiah P. Hanna
· 3
Yaswanth Chittepu
· 3
Ahmed Touati
· 2
Amy Zhang
· 2
Topics
Offline RL
Model-Based RL
Safe RL
Meta-RL
Value-Based
Exploration
RLHF & Alignment
Policy Gradient
Game AI