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stat.ML2026
Causal Effects with Unobserved Unit Types in Interacting Human-AI Systems
William Overman, Sadegh Shirani, Mohsen Bayati
We study experiments on interacting populations of humans and AI agents, where both unit types and the interaction network remain unobserved. Although causal effects propagate thro…
stat.ML2025
On Evolution-Based Models for Experimentation Under Interference
Sadegh Shirani, Mohsen Bayati
Causal effect estimation in networked systems is central to data-driven decision making. In such settings, interventions on one unit can spill over to others, and in complex physic…