2 papers
cs.AI2025
Towards Error-Centric Intelligence II: Energy-Structured Causal Models
Marcus Thomas
Contemporary machine learning optimizes for predictive accuracy, yet systems that achieve state of the art performance remain causally opaque: their internal representations provid…
cs.AI2025
Towards Error Centric Intelligence I, Beyond Observational Learning
Marcus A. Thomas
We argue that progress toward AGI is theory limited rather than data or scale limited. Building on the critical rationalism of Popper and Deutsch, we challenge the Platonic Represe…