4 papers
Multispin Physics of AI Tipping Points and Hallucinations
Neil F. Johnson, Frank Yingjie Huo
Output from generative AI such as ChatGPT, can be repetitive and biased. But more worrying is that this output can mysteriously tip mid-response from good (correct) to bad (mislead…
Jekyll-and-Hyde Tipping Point in an AI's Behavior
Neil F. Johnson, Frank Yingjie Huo
Trust in AI is undermined by the fact that there is no science that predicts -- or that can explain to the public -- when an LLM's output (e.g. ChatGPT) is likely to tip mid-respon…
Capturing AI's Attention: Physics of Repetition, Hallucination, Bias and Beyond
Frank Yingjie Huo, Neil F. Johnson
We derive a first-principles physics theory of the AI engine at the heart of LLMs' 'magic' (e.g. ChatGPT, Claude): the basic Attention head. The theory allows a quantitative analys…
Simple fusion-fission quantifies Israel-Palestine violence and suggests multi-adversary solution
Frank Yingjie Huo, Pedro D. Manrique, Dylan J. Restrepo +2
Why humans fight has no easy answer. However, understanding better how humans fight could inform future interventions, hidden shifts and casualty risk. Fusion-fission describes the…