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Akshat Kumar — most-cited papers & profile · Reinforcement Learning
← authors
·
overview
Akshat Kumar
13
papers ·
245
citations ·
17
h-index
Guru Gobind Singh Indraprastha University · Singapore Management University
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Most-cited papers
FlowPG: Action-constrained Policy Gradient with Normalizing Flows
2024 · 1 citations
Beyond Hard Constraints: Budget-Conditioned Reachability For Safe Offline Reinforcement Learning
2026
Offline Safe Policy Optimization From Heterogeneous Feedback
2025
TraCeS: Trajectory Based Credit Assignment From Sparse Safety Feedback
2025
Leveraging Constraint Violation Signals For Action-Constrained Reinforcement Learning
2025
Combining Propositional Logic Based Decision Diagrams with Decision Making in Urban Systems
2020
Offline Safe Reinforcement Learning Using Trajectory Classification
2024
Top co-authors
Janaka Chathuranga Brahmanage
· 3
Jiajing Ling
· 3
Pradeep Varakantham
· 2
Ze Gong
· 2
Kushagra Chandak
· 1
Siow Meng Low
· 1
Topics
Safe RL
Model-Based RL
cs.AI
Offline RL
cs.LG
cs.RO
Exploration
Multi-Agent
Policy Gradient