Publications

Conference papers

• AISTATS 20' "Automated Augmented Conjugate Inference for Non-conjugate Gaussian Process Models", T. Galy-Fajou, F. Wenzel, M. Opper code

• UAI 19' "Multi-Class Gaussian Process Classification Made Conjugate: Efficient Inference via Data Augmentation", T. Galy-Fajou, F. Wenzel, C. Donner, M. Kloft, M. Opper code

• AAAI 19' "Efficient Gaussian Process Classification Using Polya-Gamma Data Augmentation", F. Wenzel*, T. Galy-Fajou*, C. Donner, M. Kloft, M. Opper

• ECML 17' "Bayesian Nonlinear Support Vector Machines for Big Data", F. Wenzel, T. Galy-Fajou, M. Deutsch, M. Kloft code

Workshop Papers

• CL 20' (ICML) "Online Inducing Points Selection for Gaussian Processes", T. Galy-Fajou, M. Opper paper video

• AABI 18' (NeurIPS) "Scalable Multi-Class Gaussian Process Classification via Data Augmentation", T. Galy-Fajou, F. Wenzel, C. Donner, M. Opper paper

• AABI 17' (NIPS) "Scalable Logit Gaussian Process Classification", F. Wenzel, T. Galy-Fajou, C. Donner, M. Kloft, M. Opper paper poster

• AABI 16' (NIPS) "Scalable Approximate Inference for the Bayesian Nonlinear Support Vector Machine", F. Wenzel, M. Deutsch, T. Galy-Fajou, M. Kloft paper poster

Code

• Member of the Turing team and Julia Gaussian Processes organization

• Active developer of :

  • AugmentedGaussianProcesses.jl

  • KernelFunctions.jl

  • AbstractGPs.jl

  • AdvancedVI.jl

  • DeterminantalPointProcesses.jl