Krause, Andreas

A tutorial on Gaussian process regression: modelling, exploring, and exploiting functions

Schulz, E., Speekenbrink, M., & Krause, A. (2018) · Journal of Mathematical Psychology

Gaussian Processes and Bayesian InferenceAdvanced Bandit Algorithms Research

Cited by 1,735

Streaming submodular maximization: massive data summarization on the fly

Badanidiyuru, A., Mirzasoleiman, B., Karbasi, A., & Krause, A. (2014) · Proceedings of the 20th ACM SIGKDD international conference on Knowledge discovery and data mining

Stochastic Gradient Optimization TechniquesAdvanced Database Systems and Queries

Cited by 300

Fake News Detection in Social Networks via Crowd Signals

Tschiatschek, S., Singla, A., Gomez Rodriguez, M., Merchant, A., & Krause, A. (2018) · Companion of the The Web Conference 2018 on The Web Conference 2018 - WWW '18

Misinformation and Its ImpactsSpam and Phishing Detection

Cited by 229

Learning single-cell perturbation responses using neural optimal transport

Bunne, C., Stark, S. G., Gut, G., del Castillo, J. S., Levesque, M., Lehmann, K.-V., Pelkmans, L., Krause, A., & Rätsch, G. (2023) · Nature Methods

Single-cell and spatial transcriptomicsGene Regulatory Network Analysis

Cited by 202

Mathematical Notions vs. Human Perception of Fairness: A Descriptive Approach to Fairness for Machine Learning

Srivastava, M., Heidari, H., & Krause, A. (2019) · Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining

Ethics and Social Impacts of AIExplainable Artificial Intelligence (XAI)

Cited by 179

Optimal transport for single-cell and spatial omics

Bunne, C., Schiebinger, G., Krause, A., Regev, A., & Cuturi, M. (2024) · Nature Reviews Methods Primers

Single-cell and spatial transcriptomicsTopological and Geometric Data Analysis

Cited by 71

Bayesian optimization for maximum power point tracking in photovoltaic power plants

Abdelrahman, H., Berkenkamp, F., Poland, J., & Krause, A. (2016) · 2016 European Control Conference (ECC)

Photovoltaic System Optimization TechniquesAdvanced Bandit Algorithms Research

Cited by 45

Preventing Disparate Treatment in Sequential Decision Making

Heidari, H., & Krause, A. (2018) · Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence

Ethics and Social Impacts of AIExplainable Artificial Intelligence (XAI)

Cited by 35

International AI Safety Report

Bengio, Y., Mindermann, S., Privitera, D., Besiroglu, T., Bommasani, R., Casper, S., Choi, Y., Fox, P., Garfinkel, B., Goldfarb, D., et al. (2025) · arXiv

Ethics and Social Impacts of AISafety Systems Engineering in Autonomy

Cited by 16

Efficiently Learning at Test-Time: Active Fine-Tuning of LLMs

Hübotter, J., Bongni, S., Hakimi, I., & Krause, A. (2024) · arXiv

Topic ModelingDomain Adaptation and Few-Shot Learning

Cited by 1