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Riashat Islam — most-cited papers & profile · Reinforcement Learning
← authors
·
overview
Riashat Islam
30
papers ·
2114
citations ·
12
h-index
Google Scholar ↗
Semantic Scholar ↗
OpenAlex ↗
Most-cited papers
An Introduction to Deep Reinforcement Learning
2018 · 1464 citations
Deep Reinforcement Learning that Matters
2017 · 366 citations
Reproducibility of Benchmarked Deep Reinforcement Learning Tasks for Continuous Control
2017 · 187 citations
InfoBot: Transfer and Exploration via the Information Bottleneck
2019 · 47 citations
Entropy Regularization with Discounted Future State Distribution in Policy Gradient Methods
2019 · 7 citations
Marginalized State Distribution Entropy Regularization in Policy Optimization
2019 · 7 citations
Discrete Factorial Representations as an Abstraction for Goal Conditioned Reinforcement Learning
2022 · 4 citations
Exploring Restart Distributions
2018 · 3 citations
Off-Policy Policy Gradient Algorithms by Constraining the State Distribution Shift
2019 · 3 citations
Importance of Empirical Sample Complexity Analysis for Offline Reinforcement Learning
2021 · 3 citations
Behavior Prior Representation learning for Offline Reinforcement Learning
2022 · 3 citations
Representation Learning in Deep RL via Discrete Information Bottleneck
2022 · 1 citations
Understanding and Addressing the Pitfalls of Bisimulation-based Representations in Offline Reinforcement Learning
2023 · 1 citations
SLOPE: Optimistic Potential Landscape Shaping for Model-based Reinforcement Learning
2026
Wavelet Predictive Representations for Non-Stationary Reinforcement Learning
2025
Top co-authors
Xin Li
· 9
Doina Precup
· 7
Hongyu Zang
· 7
Alex Lamb
· 5
Remi Tachet Des Combes
· 4
Romain Laroche
· 4
Samin Yeasar Arnob
· 4
Anirudh Goyal
· 3
Joelle Pineau
· 3
Peter Henderson
· 3
Raihan Seraj
· 3
Yao-Hui Li
· 3
Topics
Model-Based RL
Policy Gradient
Exploration
Offline RL
Value-Based
cs.LG
Meta-RL
Multi-Agent
Safe RL
cs.AI