Reinforcement Learning vs. Gradient-Based Optimisation for Robust Energy Landscape Control of Spin-1/2 Quantum Networks. - Irtaza Khalid; Carrie Ann Weidner; Edmond A. Jonckheere; Sophie G. Schirmer; Frank C. Langbein (CDC, 2021)

Sample-efficient Model-based Reinforcement Learning for Quantum Control. - Irtaza Khalid; Carrie Ann Weidner; Edmond A. Jonckheere; Sophie G. Shermer; Frank C. Langbein (CoRR, 2023)

Analyzing and Unifying Robustness Measures for Excitation Transfer Control in Spin Networks. - Sean Patrick O'Neil; Irtaza Khalid; Athanasios A. Rompokos; Carrie Ann Weidner; Frank C. Langbein; Sophie G. Schirmer; Edmond A. Jonckheere (IEEE Control. Syst. Lett., 2023)

Systematic Reasoning About Relational Domains With Graph Neural Networks. - Irtaza Khalid; Steven Schockaert (CoRR, 2024)

Large Language and Reasoning Models are Shallow Disjunctive Reasoners. - Irtaza Khalid; Amir Masoud Nourollah; Steven Schockaert (ACL (1), 2025)

Systematic Relational Reasoning With Epistemic Graph Neural Networks. - Irtaza Khalid; Steven Schockaert (ICLR, 2025)

Shifting Perspectives: Steering Vector Ensembles for Robust Bias Mitigation in LLMs. - Zara Siddique; Irtaza Khalid; Liam D. Turner; Luis Espinosa Anke (CoRR, 2025)

Benchmarking Systematic Relational Reasoning with Large Language and Reasoning Models. - Irtaza Khalid; Amir Masoud Nourollah; Steven Schockaert (CoRR, 2025)