Irfan Mahir

Selective Live Training Architecture (SLTA): Capability-Selective Continual Adaptation for Deployed Large Neural Networks

Abstract Large neural networks are traditionally separated into two fundamentally different operational states: training and inference. During training, model parameters are modified through an optimization process, whereas during inference, model parameters are typically frozen....

From Artificial to Synthetic Intelligence — Principles of Constructive Structural Cognition

Abstract We propose a rigorous distinction between Artificial Intelligence (AI) — pattern matching over statistical landscapes — and Synthetic Intelligence (SI) — active construction of deterministic mechanisms that compute answers under structural constraints. We argue that ever...

From Artificial to Synthetic Intelligence — Principles of Constructive Structural Cognition

Abstract We propose a rigorous distinction between Artificial Intelligence (AI) — pattern matching over statistical landscapes — and Synthetic Intelligence (SI) — active construction of deterministic mechanisms that compute answers under structural constraints. We argue that ever...