Author

Daniel Platnick

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#artificial intelligence Preprint Sep 2026

Certifying Interventional Agreement Among Observationally Equivalent Causal Models

Interventional Separation Selection (ISS) is introduced, which repeatedly queries the true system with an admissible intervention on which the surviving candidate models disagree, discards the candidates the outcome contradicts, and stops once no intervention within a cost bound separates the survivors.

S. Khanzadeh, Daniel Platnick, Marjan Alirezaie et al. · 0 citations

#artificial intelligence Preprint Sep 2026

Bayesian Belief Layer for Controllable Opinion Dynamics in LLM Agents

Bayesian Chronicle Agents is introduced, a minimal belief layer separating what an agent believes from how it speaks, and it is shown that prescribed $\kappa$ remains recoverable after the language round-trip, with perfect rank-order recovery across all four models.

Hafsa Akbar, Daniel Platnick, Marjan Alirezaie et al. · 0 citations