buk81/uniformity-asymmetry: Release v3.0 - Thermodynamic Constraints

Paper 3: Thermodynamic Constraints in Transformer Architectures A Sheaf-Theoretic Perspective Key Findings | Law | Finding | Evidence | |-----|---------|----------| | Kleiber's Law | G_max = 10^(1/L) | r = -0.81, p = 0.014 | | Training Heritage | Lab determines thermodynamic sign | EleutherAI: dampening, Meta/OpenAI: expansion | | Spectral Signature | ||W_V||/||W_O|| predicts behavior | 10× magnitude differences | Core Finding: Heritage > Geometry > Scale What's New in v3.0 📄 Full paper PDF with 9 figures 📓 40+ experiment notebooks 📊 All results (JSONs, PNGs) 📝 LaTeX sources Links Paper (PDF): Zenodo DOI 10.5281/zenodo.18165365 Code: paper3/notebooks/ Results: paper3/Results/ Series | Paper | Title | DOI | |-------|-------|-----| | 1 | Uniformity Asymmetry | 10.5281/zenodo.18110161 | | 2 | Phase-Structured Dynamics | 10.5281/zenodo.18142454 | | 3 | Thermodynamic Constraints | 10.5281/zenodo.18165365 | 🤖 Generated with Claude Code