Ashutosh Nayyar
7 papers · 2017–2025 · 5 conferences · across top CS/AI conferences
Achievements
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π Interdisciplinary Bridge π§ Keyword Pioneer π£ Hot Topic Early Bird π Conference Polyglot (5) π Academic Marathon (8)
π
Cross-Pollinator
(6)
πΊοΈ
Taxonomy Completionist
(22)
Conferences
AISTATS (2)
UAI (2)
AAAI (1)
L4DC (1)
NIPS (1)
Top co-authors
Keywords
regret bound
(4)
reinforcement learning
(3)
partially observable markov decision process
(2)
multi-agent system
(2)
markov decision process
(2)
posterior sampling
(2)
bayesian inference
(1)
constrained optimization
(1)
posterior distribution
(1)
optimal control
(1)
multi-agent learning
(1)
offline learning
(1)
thompson sampling
(1)
exploration policy
(1)
normalizing flow
(1)
stochastic game
(1)
conditional density estimation
(1)
bayesian regret bound
(1)
zero-sum stochastic game
(1)
average-reward criterion
(1)
Papers
Conditional Kernel Imitation Learning for Continuous State Environments
L4DC 2025
Markov Balance Satisfaction Improves Performance in Strictly Batch Offline Imitation Learning
AAAI 2025
A Bayesian Learning Algorithm for Unknown Zero-sum Stochastic Games with an Arbitrary Opponent
AISTATS 2024
Online Learning for Unknown Partially Observable MDPs
AISTATS 2022
Optimal control of partially observable Markov decision processes with finite linear temporal logic constraints
UAI 2022
Regret Bounds for Decentralized Learning in Cooperative Multi-Agent Dynamical Systems
UAI 2020
Learning Unknown Markov Decision Processes: A Thompson Sampling Approach
NIPS 2017