Tomáš Kocák
9 papers · 2014–2024 · 5 venues · across top CS/AI venues
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Achievements
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🌉 Interdisciplinary Bridge · Silver 🏃 Academic Marathon · Half 🗺️ Taxonomy Completionist (19) 🐣 Hot Topic Early Bird 🌍 Conference Polyglot · Silver
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Unstoppable · Bronze
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Trend Setter
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Research topics
Keywords
multi-armed bandit
(7)
online learning
(6)
regret bound
(5)
spectral method
(3)
best arm identification
(3)
sample complexity
(2)
cumulative regret
(2)
bandit algorithm
(2)
exploration strategy
(2)
graph structure
(2)
partial observability
(1)
regret minimization
(1)
online algorithm
(1)
spectral algorithm
(1)
minimax regret
(1)
implicit exploration
(1)
bandit problem
(1)
graph smoothness
(1)
pac learning
(1)
combinatorial optimization
(1)
Papers
On Weak Regret Analysis for Dueling Bandits
NeurIPS 2024
Online Learning with Feedback Graphs: The True Shape of Regret
ICML 2023
A Non-asymptotic Approach to Best-Arm Identification for Gaussian Bandits
AISTATS 2022
Epsilon Best Arm Identification in Spectral Bandits
IJCAI 2021
Best Arm Identification in Spectral Bandits
IJCAI 2020
Spectral bandits
JMLR 2020
Online Learning with Noisy Side Observations
AISTATS 2016
Efficient learning by implicit exploration in bandit problems with side observations
NeurIPS 2014
Spectral Bandits for Smooth Graph Functions
ICML 2014