✨ Publicaciones

Esta página recopila mis trabajos académicos y teóricos en el cruce entre Inteligencia Artificial, causalidad y filosofía de la complejidad. Incluyo tanto publicaciones formalmente editadas como trabajos en curso.

En preparación

• Título provisional: They Emerge, Survive, and Govern (Emergen, Sobreviven y Gobiernan)
  
  Contemporary artificial intelligence systems are predominantly built on statistical learning, excelling at pattern detection but struggling with explanation, robustness, and control in complex domains. Neurosymbolic approaches respond to these limitations by introducing explicit symbolic and causal structures. However, most existing approaches assume these high-level variables and structures a priori, relying on human-defined ontologies and rules.
  
  This work addresses a prior and more fundamental question: under what conditions do coarse-grained variables legitimately emerge as causal entities in complex systems? We propose an operational criterion according to which a variable acquires causal status only if it (i) emerges through information compression, (ii) survives perturbations and contextual variation, and (iii) governs system behavior when used for intervention and control.
  
  We introduce a proof of concept that operationalizes these criteria in a controlled environment. An agent detects candidate coarse-grained variables via rule induction, evaluates their stability under perturbation, and validates their causal efficacy through intervention. Symbolic representations are not imposed but recognized retrospectively, once their operational relevance is demonstrated.
  
  This perspective reframes neurosymbolic AI not as a hybrid of techniques, but as a consequence of taking complexity, emergence, and causal agency seriously, providing a principled path from statistical regularities to governable causal representations.
  
  Neurosymbolic structure emerges when statistical regularities become governable.
  
  Estado: En redacción. Feedback bienvenido.
  

Publicados

Por el momento, no hay publicaciones formales en revistas o conferencias. Esta sección se actualizará con futuros trabajos aceptados.

Actualizado: diciembre de 2025