Esther Derman
7 papers · 2019–2025 · 5 conferences · across top CS/AI conferences
Achievements
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π Conference Polyglot (5) π Interdisciplinary Bridge π§ Keyword Pioneer πΊοΈ Taxonomy Completionist (11) π Academic Marathon (6)
π
Cross-Pollinator
(10)
π
Conference Pioneer
Conferences
ICLR (2)
NIPS (2)
AAAI (1)
AISTATS (1)
UAI (1)
Top co-authors
Keywords
robust markov decision process
(3)
policy gradient
(2)
model misspecification
(1)
robust reinforcement learning
(1)
markov decision process
(1)
value function
(1)
policy iteration
(1)
reward function
(1)
uncertainty set
(1)
deep q-network
(1)
safe exploration
(1)
frequency regularization
(1)
non-rectangular uncertainty
(1)
uncertainty robust bellman equation
(1)
regularized mdp
(1)
policy visitation
(1)
worst occupation measure
(1)
robust q-value
(1)
robust optimization
(1)
rectangular robustness
(1)
Papers
Q-learning for Quantile MDPs: A Decomposition, Performance, and Convergence Analysis
AISTATS 2025
Solving Non-rectangular Reward-Robust MDPs via Frequency Regularization
AAAI 2024
Tree Search-Based Policy Optimization under Stochastic Execution Delay
ICLR 2024
Policy Gradient for Rectangular Robust Markov Decision Processes
NIPS 2023
Twice regularized MDPs and the equivalence between robustness and regularization
NIPS 2021
Acting in Delayed Environments with Non-Stationary Markov Policies
ICLR 2021
A Bayesian Approach to Robust Reinforcement Learning
UAI 2019