Sample Efficient Model-free Reinforcement Learning from LTL Specifications with Optimality Guarantees. - Daqian Shao; Marta Kwiatkowska (IJCAI, 2023)

Learning Decision Policies with Instrumental Variables through Double Machine Learning. - Daqian Shao; Ashkan Soleymani; Francesco Quinzan; Marta Kwiatkowska (ICML, 2024)

STR-Cert: Robustness Certification for Deep Text Recognition on Deep Learning Pipelines and Vision Transformers. - Daqian Shao; Lukas Fesser; Marta Kwiatkowska (CoRR, 2024)

A Unifying Framework for Causal Imitation Learning with Hidden Confounders. - Daqian Shao; Thomas Kleine Buening; Marta Kwiatkowska (CoRR, 2025)

Double Machine Learning for Conditional Moment Restrictions: IV Regression, Proximal Causal Learning and Beyond. - Daqian Shao; Ashkan Soleymani; Francesco Quinzan; Marta Kwiatkowska (CoRR, 2025)