Working Papers


[1] From Abduction to Reflection: Harnessing LLM Reasoning to Optimize Online A/B Testing.

Xiaohui Liu, Liang Zhang, and Hock-Hai Teo.

To be submitted to Management Science


[2] How algorithmic pricing aggressiveness affects tipping behaviour in ride-hailing services? Empirical evidence from Uber.

Xiaohui Liu, Liang Zhang, Yujing Ma, Wei Ma, and Hock-Hai Teo.

Major Revision at Manufacturing & Service Operations Management (M&SOM)


[3] Is more always better? Evaluating the augmentation effect of additional algorithms on investment decision-making.

Xiaohui Liu, Jiamin Yin, Liang Zhang, and Hock-Hai Teo.

To be submitted to Information Systems Research (ISR)



Work-in-progress


[1] Why it clicks: causal inference empowering multi-LLM-agent A/B content testing

Xiaohui Liu, Erdun Gao, and Liang Zhang.

Target to Management Science

  • Dataset finalized; model framework completed.
  • Main experiments underway.