Learning Solutions of Stochastic Optimization Problems with Bayesian Neural Networks. - Alan A. Lahoud; Erik Schaffernicht; Johannes A. Stork (ICANN (1), 2024)

DataSP: A Differential All-to-All Shortest Path Algorithm for Learning Costs and Predicting Paths with Context. - Alan A. Lahoud; Erik Schaffernicht; Johannes A. Stork (UAI, 2024)

Predict-and-Optimize Techniques for Data-Driven Optimization Problems: A Review. - Alan A. Lahoud; Ahmad Saeed Khan; Erik Schaffernicht; Marco Trincavelli; Johannes Andreas Stork (Neural Process. Lett., 2025)

ZipMPC: Compressed Context-Dependent MPC Cost via Imitation Learning. - Rahel Rickenbach; Alan A. Lahoud; Erik Schaffernicht; Melanie N. Zeilinger; Johannes A. Stork (CoRR, 2025)