Siddharth Mitra
7 papers · 2020–2026 · 5 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Silver
🏃
Academic Marathon · Sprint
🌉
Interdisciplinary Bridge · Silver
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Taxonomy Completionist
(15)
Venues
Top co-authors
Research topics
Keywords
langevin dynamics
(4)
unadjusted langevin algorithm
(2)
multi-armed bandit
(2)
regret bound
(2)
proximal sampler
(2)
strongly log-concave
(2)
determinantal point process
(1)
partial monitoring
(1)
entropy regularization
(1)
approximation guarantee
(1)
frank-wolfe algorithm
(1)
accelerated convergence
(1)
mean field equilibrium
(1)
step size
(1)
hamiltonian dynamics
(1)
approximate posterior
(1)
quadratic variation
(1)
label efficient prediction
(1)
strongly convex-strongly concave
(1)
continuous-time algorithm
(1)
Papers
Accelerated Convex Optimization via Hamiltonian Dynamics with Deterministic Integration Time
COLT 2026
Characterizing Dependence of Samples along the Langevin Dynamics and Algorithms via Contraction of $Φ$-Mutual Information (Extended Abstract)
COLT 2025
Fast Convergence of $Φ$-Divergence Along the Unadjusted Langevin Algorithm and Proximal Sampler
ALT 2025
On the Convergence of Min-Max Langevin Dynamics and Algorithm
COLT 2025
Langevin Thompson Sampling with Logarithmic Communication: Bandits and Reinforcement Learning
ICML 2023
Submodular + Concave
NeurIPS 2021
On Adaptivity in Information-Constrained Online Learning
AAAI 2020