PAC-Bayesian Generic Chaining. - Jean-Yves Audibert; Olivier Bousquet (NIPS, 2003)

From Graphs to Manifolds - Weak and Strong Pointwise Consistency of Graph Laplacians. - Matthias Hein 001; Jean-Yves Audibert; Ulrike von Luxburg (COLT, 2005)

Intrinsic dimensionality estimation of submanifolds in Rd. - Matthias Hein 001; Jean-Yves Audibert (ICML, 2005)

A Randomized Online Learning Algorithm for Better Variance Control. - Jean-Yves Audibert (COLT, 2006)

Radon space and Adaboost for Pose Estimation. - Patrick Etyngier; Nikos Paragios; Renaud Keriven; Yakup Genc; Jean-Yves Audibert (ICPR (1), 2006)

Tuning Bandit Algorithms in Stochastic Environments. - Jean-Yves Audibert; Rémi Munos; Csaba Szepesvári (ALT, 2007)

Graph-Cut Transducers for Relevance Feedback in Content Based Image Retrieval. - Hichem Sahbi; Jean-Yves Audibert; Renaud Keriven (ICCV, 2007)

Manifold-adaptive dimension estimation. - Amir Massoud Farahmand; Csaba Szepesvári; Jean-Yves Audibert (ICML, 2007)

Some links between min-cuts, optimal spanning forests and watersheds. - Cédric Allène; Jean-Yves Audibert; Michel Couprie; Jean Cousty; Renaud Keriven (ISMM (1), 2007)

Progressive mixture rules are deviation suboptimal. - Jean-Yves Audibert (NIPS, 2007)

Combining PAC-Bayesian and Generic Chaining Bounds. - Jean-Yves Audibert; Olivier Bousquet (J. Mach. Learn. Res., 2007)

Graph Laplacians and their Convergence on Random Neighborhood Graphs. - Matthias Hein 001; Jean-Yves Audibert; Ulrike von Luxburg (J. Mach. Learn. Res., 2007)

Object recognition and retrieval by context dependent similarity kernels. - Hichem Sahbi; Jean-Yves Audibert; Jaonary Rabarisoa; Renaud Keriven (CBMI, 2008)

Segmentation by transduction. - Olivier Duchenne; Jean-Yves Audibert; Renaud Keriven; Jean Ponce; Florent Ségonne (CVPR, 2008)

Context-dependent kernel design for object matching and recognition. - Hichem Sahbi; Jean-Yves Audibert; Jaonary Rabarisoa; Renaud Keriven (CVPR, 2008)

Manifold learning using robust Graph Laplacian for interactive image search. - Hichem Sahbi; Patrick Etyngier; Jean-Yves Audibert; Renaud Keriven (CVPR, 2008)

Graph laplacian for interactive image retrieval. - Hichem Sahbi; Patrick Etyngier; Jean-Yves Audibert; Renaud Keriven (ICASSP, 2008)

Empirical Bernstein stopping. - Volodymyr Mnih; Csaba Szepesvári; Jean-Yves Audibert (ICML, 2008)

Robust matching and recognition using context-dependent kernels. - Hichem Sahbi; Jean-Yves Audibert; Jaonary Rabarisoa; Renaud Keriven (ICML, 2008)

Semantic lattices for multiple annotation of images. - Anne-Marie Tousch; Stéphane Herbin; Jean-Yves Audibert (Multimedia Information Retrieval, 2008)

Algorithms for Infinitely Many-Armed Bandits. - Yizao Wang; Jean-Yves Audibert; Rémi Munos (NIPS, 2008)

Transductive Segmentation of Textured Meshes. - Anne-Laure Chauve; Jean-Philippe Pons; Jean-Yves Audibert; Renaud Keriven (ACCV (2), 2009)

Minimax Policies for Adversarial and Stochastic Bandits. - Jean-Yves Audibert; Sébastien Bubeck (COLT, 2009)

Vanishing point detection for road detection. - Hui Kong 001; Jean-Yves Audibert; Jean Ponce (CVPR, 2009)

Workshop summary: On-line learning with limited feedback. - Jean-Yves Audibert; Peter Auer; Alessandro Lazaric; Rémi Munos; Daniil Ryabko; Csaba Szepesvári (ICML, 2009)

Exploration-exploitation tradeoff using variance estimates in multi-armed bandits. - Jean-Yves Audibert; Rémi Munos; Csaba Szepesvári (Theor. Comput. Sci., 2009)

Best Arm Identification in Multi-Armed Bandits. - Jean-Yves Audibert; Sébastien Bubeck; Rémi Munos (COLT, 2010)

Network-dependent kernels for image ranking. - Hichem Sahbi; Jean-Yves Audibert (ICIP, 2010)

Some links between extremum spanning forests, watersheds and min-cuts. - Cédric Allène; Jean-Yves Audibert; Michel Couprie; Renaud Keriven (Image Vis. Comput., 2010)

Regret Bounds and Minimax Policies under Partial Monitoring. - Jean-Yves Audibert; Sébastien Bubeck (J. Mach. Learn. Res., 2010)

Regret Bounds for Gaussian Process Bandit Problems. - Steffen Grünewälder; Jean-Yves Audibert; Manfred Opper; John Shawe-Taylor (AISTATS, 2010)

Detecting Abandoned Objects With a Moving Camera. - Hui Kong 001; Jean-Yves Audibert; Jean Ponce (IEEE Trans. Image Process., 2010)

General Road Detection From a Single Image. - Hui Kong 001; Jean-Yves Audibert; Jean Ponce (IEEE Trans. Image Process., 2010)

Deviations of Stochastic Bandit Regret. - Antoine Salomon; Jean-Yves Audibert (ALT, 2011)

Density-aware person detection and tracking in crowds. - Mikel Rodriguez; Ivan Laptev; Josef Sivic; Jean-Yves Audibert (ICCV, 2011)

Data-driven crowd analysis in videos. - Mikel Rodriguez; Josef Sivic; Ivan Laptev; Jean-Yves Audibert (ICCV, 2011)

Minimax Policies for Combinatorial Prediction Games. - Jean-Yves Audibert; Sébastien Bubeck; Gábor Lugosi (COLT, 2011)

Structured Variable Selection with Sparsity-Inducing Norms. - Rodolphe Jenatton; Jean-Yves Audibert; Francis R. Bach (J. Mach. Learn. Res., 2011)

Context-Dependent Kernels for Object Classification. - Hichem Sahbi; Jean-Yves Audibert; Renaud Keriven (IEEE Trans. Pattern Anal. Mach. Intell., 2011)

Efficient and Scalable 4th-Order Match Propagation. - David Ok; Renaud Marlet; Jean-Yves Audibert (ACCV (1), 2012)

Semantic hierarchies for image annotation: A survey. - Anne-Marie Tousch; Stéphane Herbin; Jean-Yves Audibert (Pattern Recognit., 2012)

Lower bounds and selectivity of weak-consistent policies in stochastic multi-armed bandit problem. - Antoine Salomon; Jean-Yves Audibert; Issam El Alaoui (J. Mach. Learn. Res., 2013)

Regret in Online Combinatorial Optimization. - Jean-Yves Audibert; Sébastien Bubeck; Gábor Lugosi (Math. Oper. Res., 2014)

Robustness of stochastic bandit policies. - Antoine Salomon; Jean-Yves Audibert (Theor. Comput. Sci., 2014)