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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.ME2026
Validating Causal Message Passing Against Network-Aware Methods on Real Experiments
Albert Tan, Sadegh Shirani, James Nordlund +1
Estimating total treatment effects in the presence of network interference typically requires knowledge of the underlying interaction structure. However, in many practical settings…