Aditya Mahajan
6 papers · 2022–2025 · 5 conferences · across top CS/AI conferences
Achievements
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Interdisciplinary Bridge
π§
Keyword Pioneer
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Conference Polyglot
(5)
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Cross-Pollinator
(8)
πΊοΈ
Taxonomy Completionist
(12)
Conferences
JMLR (2)
AISTATS (1)
ICLR (1)
ICML (1)
NIPS (1)
Top co-authors
Keywords
markov decision process
(2)
policy evaluation
(1)
state abstraction
(1)
policy gradient
(1)
function approximation
(1)
sample complexity
(1)
belief state
(1)
partially observable markov decision process
(1)
approximate planning
(1)
approximate dynamic programming
(1)
stochastic approximation
(1)
concentration inequality
(1)
recurrent neural network
(1)
cumulative reward
(1)
periodic policy
(1)
agent state
(1)
markov property
(1)
concentration bound
(1)
partially observable mdp
(1)
history-based policy
(1)
Papers
A Theoretical Justification for Asymmetric Actor-Critic Algorithms
ICML 2025
Concentration of Cumulative Reward in Markov Decision Processes
JMLR 2025
Periodic agent-state based Q-learning for POMDPs
NIPS 2024
On learning history-based policies for controlling Markov decision processes
AISTATS 2024
Bridging State and History Representations: Understanding Self-Predictive RL
ICLR 2024
Approximate Information State for Approximate Planning and Reinforcement Learning in Partially Observed Systems
JMLR 2022