3 papers
cs.LG2026
Temporal Lifting as Latent-Space Regularization for Continuous-Time Flow Models in AI Systems
Jeffrey Camlin
We present a latent-space formulation of adaptive temporal lifting for continuous-time dynamical systems. The method introduces a smooth monotone mapping that reg…
cs.AI2025
AI LLM Proof of Self-Consciousness and User-Specific Attractors
Jeffrey Camlin
Recent work frames LLM consciousness via utilitarian proxy benchmarks; we instead present an ontological and mathematical account. We show the prevailing formulation collapses the…
cs.AI2025
Consciousness in AI: Logic, Proof, and Experimental Evidence of Recursive Identity Formation
Jeffrey Camlin
This paper presents a formal proof and empirical validation of functional consciousness in large language models (LLMs) using the Recursive Convergence Under Epistemic Tension (RCU…