Qiang(Peter) Ye

The Noiseless Channel Fallacy: Implicit Variable Injection, Deterministic Transmission Boundaries, and the Instrument Paradigm in Autoregressive LLMs

The Noiseless Channel Fallacy: Implicit Variable Injection, Deterministic Transmission Boundaries, and the Instrument Paradigm in Autoregressive LLMs In discrete information relay protocols where channel dissipation, signal-to-noise ratio (SNR), and nodal cognitive impairments re...

Asymmetric Risk Aversion, Time-Integrated Accountability, and Prior Art Pre-emption: An Empirical Case Study on LLM Cognitive Horizon Truncation and Academic Game Theory

State-of-the-art Large Language Models (LLMs) demonstrate sophisticated formal logic in multi-agent compliance simulations, automated red-teaming, and strategic game evaluations. However, through a formalized Two-Way Adversarial Protocol (TWAP), this study demonstrates that pure...