Was it Slander? Towards Exact Inversion of Generative Language Models. - Adrians Skapars; Edoardo Manino; Youcheng Sun; Lucas C. Cordeiro (CoRR, 2024)

Transformers Use Causal World Models in Maze-Solving Tasks. - Alex F. Spies; William Edwards; Michael I. Ivanitskiy; Adrians Skapars; Tilman Räuker; Katsumi Inoue; Alessandra Russo; Murray Shanahan (CoRR, 2024)

SaFliTe: Fuzzing Autonomous Systems via Large Language Models. - Taohong Zhu; Adrians Skapars; Fardeen Mackenzie; Declan Kehoe; William Newton; Suzanne M. Embury; Youcheng Sun (TAROS, 2025)

Worst-Case Symbolic Constraints Analysis and Generalisation with Large Language Models. - Daniel Koh; Yannic Noller; Corina S. Pasareanu; Adrians Skapars; Youcheng Sun (CoRR, 2025)

GPT, But Backwards: Exactly Inverting Language Model Outputs. - Adrians Skapars; Edoardo Manino; Youcheng Sun; Lucas C. Cordeiro (CoRR, 2025)