5 papers
Risk-Set Transported Synthetic Control with Difference-in-Differences Adjustment under Staggered Treatment Adoption
Mojtaba Eslami
In staggered treatment-adoption designs, later-treated units are valid controls for an earlier-treated cohort only until their own treatment begins, so the admissible donor set con…
Adversarial Causal Intervention Falsification
Mojtaba Eslami
Generative models can reproduce an observational distribution while encoding an incorrect causal structure. We study a sequential game in which a structural causal generator propos…
Spectral Truncation in Synthetic Control
Mojtaba Eslami
Synthetic control (SC) matches a treated unit's pre-treatment trajectory to a weighted combination of donor units. We study Spectral SC, which instead matches the treated unit in c…
Dynamic Coalition Formation and Communication Pricing in Skill-Based Agentic AI Systems
Mojtaba Eslami
Modern agentic AI systems combine multiple large language model agents with heterogeneous skills, yet most architectures either fix communication in advance or allow full broadcast…
Interventional Score Geometry for Causal Inference
Mojtaba Eslami
Let be the joint density of variables , and let be its score field. Geometry constructed from and alone cannot identify causal direction:…