Faculty
Dr. Krikamol Muandet ist Tenure-Track-Faculty (Fast Track) am CISPA Helmholtz-Zentrum für Informationssicherheit. Von 2018 bis 2022 war er Forschungsgruppenleiter in der Abteilung Empirische Inferenz am Max-Planck-Institut für Intelligente Systeme in Tübingen. Von Januar 2016 bis Dezember 2017 war er Dozent in der Abteilung Mathematik an der naturwissenschaftlichen Fakultät der Mahidol University in Thailand. Unter der Leitung von Prof. Bernhard Schölkopf promivierte er summa cum laude zu Kernel-Methoden im maschinellen Lernen. Zuvor schloss er sein Master-Studium in maschinellem Lernen am University College London (UCL) mit Auszeichnung ab. Am UCL arbeitete er hauptsächlich in der Gatsby Computational Neuroscience Unit bei Prof. Yee Whye Teh.
Trans. Mach. Learn. Res. Learning Counterfactually Invariant Predictors.
International Conference on Artificial Intelligence and Statistics (AISTATS)
Looping in the Human: Collaborative and Explainable Bayesian Optimization.
National Conference of the American Association for Artificial Intelligence (AAAI)
Causal Strategic Learning with Competitive Selection
Conference on Neural Information Processing Systems (NeurIPS)
A Measure-Theoretic Axiomatisation of Causality.
Conference on Neural Information Processing Systems (NeurIPS)
Explaining the Uncertain: Stochastic Shapley Values for Gaussian Process Models.
Trans. Mach. Learn. Res. Gated Domain Units for Multi-source Domain Generalization.
International Conference on Algorithmic Learning Theory
Towards Empirical Process Theory for Vector-Valued Functions: Metric Entropy of Smooth Function Classes
International Conference on Machine Learning (ICML)
On the Relationship Between Explanation and Prediction: A Causal View
Conference on Neural Information Processing Systems (NeurIPS)
AutoML Two-Sample Test.