Navdeep Kumar
6 papers · 2022–2025 · 4 conferences · across top CS/AI conferences
Achievements
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🌍 Conference Polyglot (4) 🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🐝 Cross-Pollinator (15) 🏆 Grand Slam
📈
Trend Setter
Conferences
ICML (3)
AAAI (1)
ICLR (1)
NIPS (1)
Top co-authors
Keywords
robust markov decision process
(2)
policy gradient
(2)
geometric analysis
(1)
markov decision process
(1)
value function
(1)
reward function
(1)
robust mdp
(1)
transition uncertainty
(1)
frequency regularization
(1)
non-rectangular uncertainty
(1)
robust value function
(1)
conic hypersurface
(1)
state-wise decomposition
(1)
policy visitation
(1)
worst occupation measure
(1)
robust q-value
(1)
robust optimization
(1)
rectangular robustness
(1)
policy optimization
(1)
Papers
Global Convergence of Policy Gradient in Average Reward MDPs
ICLR 2025
Solving Non-rectangular Reward-Robust MDPs via Frequency Regularization
AAAI 2024
Bring Your Own (Non-Robust) Algorithm to Solve Robust MDPs by Estimating The Worst Kernel
ICML 2024
Efficient Value Iteration for s-rectangular Robust Markov Decision Processes
ICML 2024
Policy Gradient for Rectangular Robust Markov Decision Processes
NIPS 2023
The Geometry of Robust Value Functions
ICML 2022