Krikamol Muandet

Associate Professor@CISPA Helmholtz Center for Information Security·德国·OpenReview

研究方向

kernel mean embedding · Hilbert space embedding of distributions · machine learning · kernel methods · reproducing kernel Hilbert space · causal inference · counterfactual prediction · statistical learning theory · domain adaptation · domain generalization · out-of-distribution generalization

Krikamol Muandet

When Shift Happens - Confounding Is to Blame

Boosting for Predictive Sufficiency

Causal Partial Identification with Data Augmentation

Computing Exact Shapley Values in Polynomial Time for Product-Kernel Methods

An Analysis of Causal Effect Estimation using Outcome Invariant Data Augmentation

Integral Imprecise Probability Metrics

Kernel Quantile Embeddings and Associated Probability Metrics

Social Bayesian Optimization for Building Truthful Consensus