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cs.LG2026
Infrared Universality of Collective Dynamics across Transformer and State-Space Architectures
Byung Gyu Chae
Whether distinct neural architectures develop common collective dynamics remains an open question. Recent analysis of Transformer language models revealed a nearly flat, weakly inf…
cs.LG2026
Infrared Organization and Critical Cognitive Field Formation in Transformer Dynamics
Byung Gyu Chae
Large language models exhibit remarkable emergent behaviors, yet the physical mechanism governing their collective dynamics remains poorly understood. Cognitive Field Theory predic…
cs.LG2025
Recursive Dynamics in Fast-Weights Homeostatic Reentry Networks: Toward Reflective Intelligence
B. G. Chae
This study introduces the Fast-Weights Homeostatic Reentry Layer (FH-RL), a neural mechanism that integrates fast-weight associative memory, homeostatic regularization, and learned…