Louis Faury

6 papers · 2020–2022 · 4 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Silver 🗺️ Taxonomy Completionist (13) 🐣 Hot Topic Early Bird 📈 Trend Setter

Venues

AISTATS (3) AAAI (1) ALT (1) ICML (1)

Top co-authors

Marc Abeille (4) Clément Calauzènes (4) Yoan Russac (2) Ugo Tanielian (1) Aurélien Garivier (1) Olivier Fercoq (1) Elvis DOHMATOB (1) Elena Smirnova (1) Kwang-Sung Jun (1) Flavian Vasile (1)

Research topics

Machine Learning (6) Optimization & Theory (6) Mathematics & Optimization (4) Optimization (4) Artificial Intelligence (3) Core AI (3) Learning Types (3) Core Methods (2) Knowledge & Reasoning (1) Reasoning (1)

Keywords

logistic bandit (3) regret bound (3) generalized linear bandit (2) computational efficiency (1) regret minimization (1) exploration-exploitation tradeoff (1) kullback-leibler divergence (1) minimax optimal (1) distributionally robust optimization (1) multi-armed bandit (1) contextual bandit (1) generalized linear model (1) optimistic algorithm (1) confidence set (1) statistical efficiency (1) non-stationary learning (1) optimal algorithm (1) problem-dependent guarantee (1) non-stationary bandit (1) forgetting mechanism (1)

Papers

Jointly Efficient and Optimal Algorithms for Logistic Bandits AISTATS 2022 A Technical Note on Non-Stationary Parametric Bandits: Existing Mistakes and Preliminary Solutions ALT 2021 Instance-Wise Minimax-Optimal Algorithms for Logistic Bandits AISTATS 2021 Self-Concordant Analysis of Generalized Linear Bandits with Forgetting AISTATS 2021 Distributionally Robust Counterfactual Risk Minimization AAAI 2020 Improved Optimistic Algorithms for Logistic Bandits ICML 2020