Talks
Research talks and lectures on Bayesian statistics, machine learning, decision theory, and their applications.
Latest lecture · September 2026
Secure Machine Learning
A Bayesian perspective
Adversarial attacks and defenses, decisions under uncertainty, and learning to act alongside an opponent.
AIHUB CSIC Summer School · English · 3-hour lecture
Browse the collection
9 talks and lectures, with alternative versions grouped together.
Security & decision-making
Can Small Data Manipulations Compromise ML-Based Decisions?
How changes to training data can shift Bayesian inference and the decisions it supports.
Sensitivity of Bayesian Inference to Data Deletion and Replication
A shorter presentation on manipulating data to change posterior beliefs.
Scalable Methods for Solving Games in Adversarial Machine Learning
Gradient-based methods for strategic interactions in machine learning.
EURO 2022
Decision Analytic Support in Non-Cooperative Sequential Games
Simulation-based decisions when an adversary’s actions and preferences are uncertain.
ADA 2022
Machine learning & Bayesian methods
Simulation-Based Bayesian Optimization
Searching for good decisions when evaluating an objective is expensive.
Machine Learning: a Probabilistic Perspective
An introduction to learning from data, predictive models, and uncertainty.
Applications & perspectives
Machine Learning for Molecular Properties Prediction
Predicting molecular properties and using machine learning to guide molecular discovery.
Statistics in the Knowledge Economy
The role of statistical reasoning in turning data into useful knowledge.
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