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Ecolistico Digest

Registro editorial de señales científicas y tecnológicas con foco en sistemas complejos, bioeconomía y ciencia aplicada.

January 12, 2026 // Matemáticas & Lógica

Misión del Día: Matemáticas & Lógica

Monitorizando categorías: math.CT, math.DS, math.OC. Umbral de señal: 15. Umbral de observación: 5. Analizados: 436.

No hubo señales que superaran el umbral; mostrando observaciones destacadas.

Golden Bullet

A brief note on learning problem with global perspectives
2 pts
2026-01-09 // stat.ML, cs.LG, math.OC

SOURCE FILE →
Here's a high-density insight extraction: * Mechanism: Breaks the assumption of principal-agent learning having asymmetric information by allowing agents global perspectives via aggregated information. * Transfer: Principal-agent information aggregation ≈ distributed resource allocation in a social insect colony optimizing collective behavior. * Constructible Horizon: Decentralized, dynamically optimized supply chains with agents adapting to global market signals and principal-driven constraints. * Antifragility Check: Relies on the principal's empirical likelihood estimator accurately reflecting agent performance and private data relevance.
RELEVANCIA: principal[- ]?agent
NOTAS: performance, dataset