AstroAlertBench evaluates multimodal LLMs on astronomical classification accuracy, reasoning, and honesty using real ZTF alerts, revealing that high accuracy often diverges from self-assessed reasoning quality.
Econometrica: Journal of the Econometric Society , pages=
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Proposes OPMD algorithm achieving accelerated O(1/n) rates for offline Nash equilibrium learning in alpha-potential games via reference-anchored data coverage.
KL regularization enables pessimism-free offline learning in general-sum games, recovering regularized Nash equilibria at accelerated rate O(1/n) via GANE and converging to coarse correlated equilibria at standard rate O(1/sqrt(n)+1/T) via GAMD.
Rising skill premiums drive unique asymmetric equilibria in a symmetric marriage market model, causing one gender to invest more in skills than the other.
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Skill Premia and Pre-Marital Investments in Marriage Markets
Rising skill premiums drive unique asymmetric equilibria in a symmetric marriage market model, causing one gender to invest more in skills than the other.