Siva Theja Maguluri
8 papers · 2020–2025 · 3 conferences · across top CS/AI conferences
Achievements
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π Conference Polyglot (3) π Academic Marathon (5) π Interdisciplinary Bridge πΊοΈ Taxonomy Completionist (10) π§ Keyword Pioneer
π£
Hot Topic Early Bird
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Cross-Pollinator
(15)
Conferences
ICML (3)
NIPS (3)
AISTATS (2)
Top co-authors
Keywords
temporal difference learning
(4)
finite-sample analysis
(3)
stochastic approximation
(2)
off-policy learning
(2)
policy evaluation
(2)
natural actor-critic
(1)
importance sampling
(1)
lyapunov function
(1)
finite sample analysis
(1)
optimality bounds
(1)
linear function approximation
(1)
communication efficiency
(1)
bellman operator
(1)
contraction mapping
(1)
finite-sample bound
(1)
markovian sampling
(1)
td learning
(1)
policy-based method
(1)
average-reward reinforcement learning
(1)
linear speedup
(1)
Papers
Stochastic Approximation with Unbounded Markovian Noise: A General-Purpose Theorem
AISTATS 2025
Policy Evaluation for Variance in Average Reward Reinforcement Learning
ICML 2024
Sample Complexity of Policy-Based Methods under Off-Policy Sampling and Linear Function Approximation
AISTATS 2022
Federated Reinforcement Learning: Linear Speedup Under Markovian Sampling
ICML 2022
Finite-Sample Analysis of Off-Policy TD-Learning via Generalized Bellman Operators
NIPS 2021
Finite Sample Analysis of Average-Reward TD Learning and $Q$-Learning
NIPS 2021
Finite-Sample Analysis of Off-Policy Natural Actor-Critic Algorithm
ICML 2021
Finite-Sample Analysis of Contractive Stochastic Approximation Using Smooth Convex Envelopes
NIPS 2020