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Soumik Sarkar — most-cited papers & profile · Reinforcement Learning
← authors
·
overview
Soumik Sarkar
19
papers ·
204
citations ·
46
h-index
Iowa State University
Google Scholar ↗
Semantic Scholar ↗
OpenAlex ↗
Most-cited papers
Online Robust Policy Learning in the Presence of Unknown Adversaries
2018 · 23 citations
Flow Shape Design for Microfluidic Devices Using Deep Reinforcement Learning
2018 · 15 citations
Learning to Cope with Adversarial Attacks
2019 · 2 citations
Latent Safety-Constrained Policy Approach for Safe Offline Reinforcement Learning
2024
Spatiotemporally Constrained Action Space Attacks on Deep Reinforcement Learning Agents
2019
Query-based Targeted Action-Space Adversarial Policies on Deep Reinforcement Learning Agents
2020
A Graph Policy Network Approach for Volt-Var Control in Power Distribution Systems
2021
MDPGT: Momentum-based Decentralized Policy Gradient Tracking
2021
Incorporating System-level Safety Requirements in Perception Models via Reinforcement Learning
2024
FAWAC: Feasibility Informed Advantage Weighted Regression for Persistent Safety in Offline Reinforcement Learning
2024
Top co-authors
Xian Yeow Lee
· 6
Zhanhong Jiang
· 4
Kai Liang Tan
· 3
Aditya Balu
· 2
Chinmay Hegde
· 2
Cody Fleming
· 2
Prajwal Koirala
· 2
Aaron Havens
· 1
Aaron J. Havens
· 1
Baskar Ganapathysubramanian
· 1
Daniel Stoecklein
· 1
Girish Chowdhary
· 1
Topics
Safe RL
Model-Based RL
Policy Gradient
Value-Based
Offline RL
Meta-RL
Exploration
Multi-Agent