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A kernel-based approach to non-stationary reinforcement learning in metric spaces

Omar D Domingues , Pierre Ménard , Matteo Pirotta , Emilie Kaufmann , Michal Valko
International Conference on Artificial Intelligence and Statistics, Apr 2021, San Diego / Virtual, United States
Communication dans un congrès hal-03289026v1
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Budgeted online influence maximization

Pierre Perrault , Jennifer Healey , Zheng Wen , Michal Valko
International Conference on Machine Learning, 2020, Vienna, Austria
Communication dans un congrès hal-02904278v1
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DPPy: Sampling Determinantal Point Processes with Python

Guillaume Gautier , Rémi Bardenet , Michal Valko
Journal of Machine Learning Research, 2019
Article dans une revue hal-01879424v1
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Reward-free exploration beyond finite-horizon

Jean Tarbouriech , Matteo Pirotta , Michal Valko , Alessandro Lazaric
ICML 2020 Workshop on Theoretical Foundations of Reinforcement Learning, 2020, Vienna, France
Communication dans un congrès hal-03288970v1
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Stochastic bandits with arm-dependent delays

Anne Gael Manegueu , Claire Vernade , Alexandra Carpentier , Michal Valko
International Conference on Machine Learning, 2020, Vienna, Austria
Communication dans un congrès hal-02950116v1
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Distance Metric Learning for Conditional Anomaly Detection

Michal Valko , Milos Hauskrecht
Twenty-First International Florida Artificial Intelligence Research Society Conference, May 2008, Coconut Grove, Florida, United States
Communication dans un congrès hal-00643244v1
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Distributed adaptive sampling for kernel matrix approximation

Daniele Calandriello , Alessandro Lazaric , Michal Valko
International Conference on Artificial Intelligence and Statistics, 2017, Fort Lauderdale, United States
Communication dans un congrès hal-01482760v1
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Finite-Time Analysis of Kernelised Contextual Bandits

Michal Valko , Nathan Korda , Rémi Munos , Ilias Flaounas , Nello Cristianini
Uncertainty in Artificial Intelligence, Jul 2013, Bellevue, United States
Communication dans un congrès hal-00826946v1
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Pliable rejection sampling

Akram Erraqabi , Michal Valko , Alexandra Carpentier , Odalric-Ambrym Maillard
International Conference on Machine Learning, Jun 2016, New York City, United States
Communication dans un congrès hal-01322168v1
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Derivative-free & order-robust optimisation

Victor Gabillon , Rasul Tutunov , Michal Valko , Haitham Bou Ammar
International Conference on Artificial Intelligence and Statistics, Aug 2020, Palermo / Virtual, Italy
Communication dans un congrès hal-03288939v1
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Learning from a Single Labeled Face and a Stream of Unlabeled Data

Branislav Kveton , Michal Valko
10th IEEE International Conference on Automatic Face and Gesture Recognition, Apr 2013, Shanghai, China
Communication dans un congrès hal-00749197v2
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Bandits attack function optimization

Philippe Preux , Rémi Munos , Michal Valko
IEEE Congress on Evolutionary Computation, Jul 2014, Beijing, China
Communication dans un congrès hal-00978637v1
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Second-Order Kernel Online Convex Optimization with Adaptive Sketching

Daniele Calandriello , Alessandro Lazaric , Michal Valko
International Conference on Machine Learning, 2017, Sydney, Australia
Communication dans un congrès hal-01537799v1
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Kernel-based reinforcement Learning: A finite-time analysis

Omar D Domingues , Pierre Ménard , Matteo Pirotta , Emilie Kaufmann , Michal Valko
International Conference on Machine Learning, Jul 2021, Vienna / Virtual, Austria
Communication dans un congrès hal-02541790v2
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No-regret exploration in goal-oriented reinforcement learning

Jean Tarbouriech , Evrard Garcelon , Michal Valko , Matteo Pirotta , Alessandro Lazaric
International Conference on Machine Learning, 2020, Vienna / Virtual, Austria
Communication dans un congrès hal-03287824v1
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Sampling from a k-DPP without looking at all items

Daniele Calandriello , Michał Dereziński , Michal Valko
Neural Information Processing Systems, 2020, Montréal, Canada
Communication dans un congrès hal-03287832v1
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Active multiple matrix completion with adaptive confidence sets

Andrea Locatelli , Alexandra Carpentier , Michal Valko
International Conference on Artificial Intelligence and Statistics, 2019, Okinawa, Japan
Communication dans un congrès hal-02387468v1
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Fixed-confidence guarantees for Bayesian best-arm identification

Xuedong Shang , Rianne de Heide , Emilie Kaufmann , Pierre Ménard , Michal Valko
International Conference on Artificial Intelligence and Statistics, 2020, Palermo, Italy
Communication dans un congrès hal-02330187v2
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Gamification of pure exploration for linear bandits

Rémy Degenne , Pierre Ménard , Xuedong Shang , Michal Valko
ICML 2020 - International Conference on Machine Learning, Aug 2020, Vienna / Virtual, Austria
Communication dans un congrès hal-02884330v1
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Conditional Anomaly Detection Using Soft Harmonic Functions: An Application to Clinical Alerting

Michal Valko , Hamed Valizadegan , Branislav Kveton , Gregory Cooper , Milos Hauskrecht
The 28th International Conference on Machine Learning Workshop on Machine Learning for Global Challenges, Jun 2011, Seattle, United States
Communication dans un congrès hal-00642313v1
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Semi-Supervised Learning with Max-Margin Graph Cuts

Branislav Kveton , Michal Valko , Ali Rahimi , Ling Huang
International Conference on Artificial Intelligence and Statistics, May 2010, Chia Laguna, Sardinia, Italy
Communication dans un congrès hal-00642891v1
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Zonotope hit-and-run for efficient sampling from projection DPPs

Guillaume Gautier , Rémi Bardenet , Michal Valko
International Conference on Machine Learning, 2017, Sydney, Australia
Communication dans un congrès hal-01526577v2
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Planning in Markov Decision Processes with Gap-Dependent Sample Complexity

Anders Jonsson , Emilie Kaufmann , Pierre Ménard , Omar D Domingues , Edouard Leurent , et al.
Neural Information Processing Systems, 2020, Vancouver, France
Communication dans un congrès hal-02863486v2
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Rotting bandits are not harder than stochastic ones

Julien Seznec , Andrea Locatelli , Alexandra Carpentier , Alessandro Lazaric , Michal Valko
International Conference on Artificial Intelligence and Statistics, 2019, Naha, Japan
Communication dans un congrès hal-01936894v2
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A single algorithm for both restless and rested rotting bandits

Julien Seznec , Pierre Menard , Alessandro Lazaric , Michal Valko
International Conference on Artificial Intelligence and Statistics, Aug 2020, Palermo / Virtual, Italy
Communication dans un congrès hal-03287835v1
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On two ways to use determinantal point processes for Monte Carlo integration

Guillaume Gautier , R. Bardenet , Michal Valko
NEGDEPML 2019 - ICML Workshop on Negative Dependence in ML, Jun 2019, Long Beach, CA, United States
Communication dans un congrès hal-02160382v1
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Bandits on graphs and structures

Michal Valko
Machine Learning [stat.ML]. École normale supérieure de Cachan - ENS Cachan, 2016
HDR tel-01359757v1
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Maximum Entropy Semi-Supervised Inverse Reinforcement Learning

Julien Audiffren , Michal Valko , Alessandro Lazaric , Mohammad Ghavamzadeh
International Joint Conference on Artificial Intelligence, Jul 2015, Bueons Aires, Argentina
Communication dans un congrès hal-01146187v1
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Online A-optimal design and active linear regression

Xavier Fontaine , Pierre Perrault , Michal Valko , Vianney Perchet
International Conference on Machine Learning, Jul 2021, Vienna / Virtual, Austria
Communication dans un congrès hal-03289318v1
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Adaptive multi-fidelity optimization with fast learning rates

Côme Fiegel , Victor Gabillon , Michal Valko
International Conference on Artificial Intelligence and Statistics, 2020, Palermo, Italy
Communication dans un congrès hal-03288879v1