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Prakash Panangaden — most-cited papers & profile · Reinforcement Learning
← authors
·
overview
Prakash Panangaden
10
papers ·
234
citations ·
41
h-index
McGill University · University of Edinburgh
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Most-cited papers
MICo: Improved representations via sampling-based state similarity for Markov decision processes
2021 · 22 citations
A Distributional Analysis of Sampling-Based Reinforcement Learning Algorithms
2020 · 3 citations
A Kernel Perspective on Behavioural Metrics for Markov Decision Processes
2023 · 2 citations
Policy Gradient Methods in the Presence of Symmetries and State Abstractions
2023 · 1 citations
Reinforcement Learning with Pairwise Preferences in Long-Term Decision Problems
2026
A Study of Policy Gradient on a Class of Exactly Solvable Models
2020
Continuous MDP Homomorphisms and Homomorphic Policy Gradient
2022
Conditions on Preference Relations that Guarantee the Existence of Optimal Policies
2023
Top co-authors
Doina Precup
· 5
Rosie Zhao
· 3
David Meger
· 2
Jonathan Cola\c{c}o Carr
· 2
Pablo Samuel Castro
· 2
Sahand Rezaei-Shoshtari
· 2
Tyler Kastner
· 2
Anna Brandenberger
· 1
Benjamin Van Roy
· 1
Colin Daniels
· 1
Doina Precup
· 1
Gavin McCracken
· 1
Topics
Model-Based RL
Value-Based
Policy Gradient
Exploration
Game AI
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