The Role of Real-World Data in Evaluating Causal Bayesian Networks: Data Collection Guidelines and Case Study. - Zhitao Liang; Maximilian Diehl; Nanami Hashimoto; Anne Köpken; Daniel Leidner; Karinne Ramírez-Amaro; Emmanuel Dean (SII, 2026)

Rewarding Change Beyond State: Directional VLM Rewards for Sample-Efficient Robot Reinforcement Learning *. - Linus Lundgren; Wenhao Lu; Zhitao Liang; Ze Zhang; Karinne Ramírez-Amaro; Emmanuel Dean (SII, 2026)