Tomáš Kocák

9 papers · 2014–2024 · 5 conferences · across top CS/AI conferences

Achievements

🌉 Interdisciplinary Bridge 🗺️ Taxonomy Completionist (10) 🧭 Keyword Pioneer 🐣 Hot Topic Early Bird 🌍 Conference Polyglot (5) 🏃 Academic Marathon (10) 🐝 Cross-Pollinator (15) 📈 Trend Setter 🔥 Unstoppable (5)

Conferences

AISTATS (2) ICML (2) IJCAI (2) NIPS (2) JMLR (1)

Top co-authors

Michal Valko (4) Aurélien Garivier (3) Rémi Munos (3) Alexandra Carpentier (2) Gergely Neu (2) Branislav Kveton (2) Nicolas Verzelen (1) Shipra Agrawal (1) El Mehdi Saad (1) Antoine Barrier (1)

Keywords

multi-armed bandit (7) online learning (6) regret bound (5) spectral method (3) sample complexity (2) cumulative regret (2) bandit algorithm (2) exploration strategy (2) best arm identification (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 NIPS 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

Spectral bandits JMLR 2020

Best Arm Identification in Spectral Bandits IJCAI 2020

Online Learning with Noisy Side Observations AISTATS 2016

Spectral Bandits for Smooth Graph Functions ICML 2014

Efficient learning by implicit exploration in bandit problems with side observations NIPS 2014