| 2024 | AAAI | Optimal Transport with Tempered Exponential Measures. | Ehsan Amid, Frank Nielsen, Richard Nock, Manfred K. Warmuth |
| 2024 | ICML | A Rate-Distortion View of Uncertainty Quantification. | Ifigeneia Apostolopoulou, Benjamin Eysenbach, Frank Nielsen, Artur Dubrawski |
| 2023 | ICML | Simplifying Momentum-based Positive-definite Submanifold Optimization with Applications to Deep Learning. | Wu Lin, Valentin Duruisseaux, Melvin Leok, Frank Nielsen, Mohammad Emtiyaz Khan, Mark Schmidt |
| 2021 | ICML | Tractable structured natural-gradient descent using local parameterizations. | Wu Lin, Frank Nielsen, Mohammad Emtiyaz Khan, Mark Schmidt |
| 2021 | UAI | q-Paths: Generalizing the geometric annealing path using power means. | Vaden Masrani, Rob Brekelmans, Thang Bui, Frank Nielsen, Aram Galstyan, Greg Ver Steeg, Frank Wood |
| 2019 | UAI | Sinkhorn AutoEncoders. | Giorgio Patrini, Rianne van den Berg, Patrick Forr, Marcello Carioni, Samarth Bhargav, Max Welling, Tim Genewein, Frank Nielsen |
| 2018 | ICASSP | The Chord Gap Divergence and a Generalization of the Bhattacharyya Distance. | Frank Nielsen |
| 2018 | ICASSP | On the Geometry of Mixtures of Prescribed Distributions. | Frank Nielsen, Richard Nock |
| 2017 | AAAI | Tsallis Regularized Optimal Transport and Ecological Inference. | Boris Muzellec, Richard Nock, Giorgio Patrini, Frank Nielsen |
| 2017 | ICASSP | Information geometry metric for random signal detection in large random sensing systems. | Rmy Boyer, Frank Nielsen |
| 2017 | ICASSP | Combinatorial bounds on the α-divergence of univariate mixture models. | Frank Nielsen, Ke Sun |
| 2017 | ICML | Relative Fisher Information and Natural Gradient for Learning Large Modular Models. | Ke Sun, Frank Nielsen |
| 2017 | ICML | DeepBach: a Steerable Model for Bach Chorales Generation. | Gatan Hadjeres, Franois Pachet, Frank Nielsen |
| 2016 | ICASSP | Optimal copula transport for clustering multivariate time series. | Gautier Marti, Frank Nielsen, Philippe Donnat |
| 2016 | ICASSP | Comix: Joint estimation and lightspeed comparison of mixture models. | Olivier Schwander, Stphane Marchand-Maillet, Frank Nielsen |
| 2016 | ICIP | Classification with mixtures of curved mahalanobis metrics. | Frank Nielsen, Boris Muzellec, Richard Nock |
| 2016 | ICIP | SSSC-AM: A unified framework for video co-segmentation by structured sparse subspace clustering with appearance and motion features. | Junlin Yao, Frank Nielsen |
| 2016 | ICML | k-variates++: more pluses in the k-means++. | Richard Nock, Raphal Canyasse, Roksana Boreli, Frank Nielsen |
| 2016 | ICML | Loss factorization, weakly supervised learning and label noise robustness. | Giorgio Patrini, Frank Nielsen, Richard Nock, Marcello Carioni |
| 2016 | IJCAI | Clustering Financial Time Series: How Long Is Enough?. | Gautier Marti, Sbastien Andler, Frank Nielsen, Philippe Donnat |
| 2016 | SISAP | Quantifying the Invariance and Robustness of Permutation-Based Indexing Schemes. | Stphane Marchand-Maillet, Edgar Roman-Rangel, Hisham Mohamed, Frank Nielsen |
| 2016 | SISAP | Patch Matching with Polynomial Exponential Families and Projective Divergences. | Frank Nielsen, Richard Nock |
| 2015 | ICASSP | Total Jensen divergences: Definition, properties and clustering. | Frank Nielsen, Richard Nock |
| 2015 | ICMLA | A Proposal of a Methodological Framework with Experimental Guidelines to Investigate Clustering Stability on Financial Time Series. | Gautier Marti, Philippe Very, Philippe Donnat, Frank Nielsen |
| 2013 | MVA | Perspective click-and-drag area selections in pictures. | Frank Nielsen |
| 2013 | SIGGRAPH | Information-geometric lenses for multiple foci+contexts interfaces. | Richard Nock, Frank Nielsen |
| 2012 | ICASSP | K-MLE: A fast algorithm for learning statistical mixture models. | Frank Nielsen |
| 2012 | ICASSP | Model centroids for the simplification of Kernel Density estimators. | Olivier Schwander, Frank Nielsen |
| 2012 | ICPR | Closed-form information-theoretic divergences for statistical mixtures. | Frank Nielsen |
| 2012 | ICPR | Jensen divergence based SPD matrix means and applications. | Frank Nielsen, Meizhu Liu, Xiaojing Ye, Baba C. Vemuri |
| 2012 | ICPR | k-MLE for mixtures of generalized Gaussians. | Olivier Schwander, Aurelien J. Schutz, Frank Nielsen, Yannick Berthoumieu |
| 2012 | MICCAI | Biomedical Images Classification by Universal Nearest Neighbours Classifier Using Posterior Probability. | Roberto D'Ambrosio, Wafa Bel Haj Ali, Richard Nock, Paolo Soda, Frank Nielsen, Michel Barlaud |
| 2012 | SIGGRAPH | Perspective dragging: quick area selection in photos. | Frank Nielsen |
| 2011 | ACIVS | Video Stippling. | Thomas Houit, Frank Nielsen |
| 2011 | ICASSP | Non-flat clustering with alpha-divergences. | Olivier Schwander, Frank Nielsen |
| 2011 | ICML | On tracking portfolios with certainty equivalents on a generalization of Markowitz model: the Fool, the Wise and the Adaptive. | Richard Nock, Brice Magdalou, Eric Briys, Frank Nielsen |
| 2010 | ACCV | Multi-class Leveraged | Paolo Piro, Richard Nock, Frank Nielsen, Michel Barlaud |
| 2010 | CVPR | Total Bregman divergence and its applications to shape retrieval. | Meizhu Liu, Baba C. Vemuri, Shun-ichi Amari, Frank Nielsen |
| 2010 | ECCV | Texture Regimes for Entropy-Based Multiscale Image Analysis. | Sylvain Boltz, Frank Nielsen, Stefano Soatto |
| 2010 | ICASSP | Hierarchical Gaussian Mixture Model. | Vincent Garcia, Frank Nielsen, Richard Nock |
| 2010 | ICCSA | Hyperbolic Voronoi Diagrams Made Easy. | Frank Nielsen, Richard Nock |
| 2010 | ICIP | Randomized motion estimation. | Sylvain Boltz, Frank Nielsen |
| 2010 | ICIP | Earth Mover Distance on superpixels. | Sylvain Boltz, Frank Nielsen, Stefano Soatto |
| 2010 | ICIP | K-nearest neighbor search: Fast GPU-based implementations and application to high-dimensional feature matching. | Vincent Garcia, Eric Debreuve, Frank Nielsen, Michel Barlaud |
| 2010 | ICIP | Entropies and cross-entropies of exponential families. | Frank Nielsen, Richard Nock |
| 2010 | ICPR | Bhattacharyya Clustering with Applications to Mixture Simplifications. | Frank Nielsen, Sylvain Boltz, Olivier Schwander |
| 2010 | ICPR | Boosting Bayesian MAP Classification. | Paolo Piro, Richard Nock, Frank Nielsen, Michel Barlaud |
| 2009 | ACCV | Levels of Details for Gaussian Mixture Models. | Vincent Garcia, Frank Nielsen, Richard Nock |
| 2009 | KDD | Accuracy of distance metric learning algorithms. | Frank Nielsen, Aurlien Srandour |
| 2008 | ICPR | Bregman sided and symmetrized centroids. | Frank Nielsen, Richard Nock |
| 2008 | ICPR | On the efficient minimization of convex surrogates in supervised learning. | Richard Nock, Frank Nielsen |
| 2008 | ISIT | Quantum Voronoi diagrams and Holevo channel capacity for 1-qubit quantum states. | Frank Nielsen, Richard Nock |
| 2007 | IJCAI | Real Boosting a la Carte with an Application to Boosting Oblique Decision Tree. | Claudia Henry, Richard Nock, Frank Nielsen |
| 2007 | MVA | Fast Graph Segmentation Based on Statistical Aggregation Phenomena. | Frank Nielsen, Richard Nock |
| 2007 | SIGGRAPH | A sketching interface for modeling the internal structures of 3D shapes. | Shigeru Owada, Frank Nielsen, Kazuo Nakazawa, Takeo Igarashi |
| 2007 | SODA | On Bregman Voronoi diagrams. | Frank Nielsen, Jean-Daniel Boissonnat, Richard Nock |
| 2006 | ECAI | A Real Generalization of Discrete AdaBoost. | Richard Nock, Frank Nielsen |
| 2006 | ECAI | Soft Uncoupling of Markov Chains for Permeable Language Distinction: A New Algorithm. | Richard Nock, Pascal Vaillant, Frank Nielsen, Claudia Henry |
| 2006 | SIGGRAPH | A sketching interface for modeling the internal structures of 3D shapes. | Shigeru Owada, Frank Nielsen, Kazuo Nakazawa, Takeo Igarashi |
| 2005 | CVPR | Interactive Pinpoint Image Object Removal. | Frank Nielsen, Richard Nock |
| 2005 | ICCS | A Visual Interactive Framework for Formal Derivation. | Paul Agron, Leo Bachmair, Frank Nielsen |
| 2005 | ICCV | Interactive Point-and-Click Segmentation for Object Removal in Digital Images. | Frank Nielsen, Richard Nock |
| 2004 | CVPR | Grouping with Bias Revisited. | Richard Nock, Frank Nielsen |
| 2004 | ICCSA | Approximating Smallest Enclosing Balls. | Frank Nielsen, Richard Nock |
| 2004 | ICPR | Improving Clustering Algorithms through Constrained Convex Optimization. | Richard Nock, Frank Nielsen |
| 2004 | SDM | An Abstract Weighting Framework for Clustering Algorithms. | Richard Nock, Frank Nielsen |
| 2003 | CVPR | On Region Merging: The Statistical Soundness of Fast Sorting, with Applications. | Frank Nielsen, Richard Nock |
| 2003 | ICIP | Plenoptic path and its applications. | Frank Nielsen |
| 2000 | ISAAC | Maintenance of a Percing Set for Intervals with Applications. | Matthew J. Katz, Frank Nielsen, Michael Segal |
| 2000 | MVA | On the Precision of Textures. | Frank Nielsen, Nicolas de Mauroy |
| 1999 | SIGGRAPH | Projecting computer graphics on moving surfaces: a simple calibration and tracking method. | Claudio S. Pinhanez, Frank Nielsen, Kim Binsted |
| 1998 | MVA | Randomized Adaptive Algorithms for Mosaicing Systems. | Frank Nielsen |
| 1997 | WADS | Dynamic Data Structures for Fat Objects and Their Applications. | Alon Efrat, Matthew J. Katz, Frank Nielsen, Micha Sharir |