3 papers
cs.LG2026
Influence-Inspired Spectral Rotations for Extreme Low-Bit LLM Quantization
Gorgi Pavlov
We apply the influence-adaptive Walsh geometry of a companion theory paper (arXiv:2605.01637) to extreme low-bit weight-only LLM quantization. The recipe is one math-invariant tran…
cs.LG2026
The Banach-Butterfly Invariant: Influence-Adaptive Walsh Geometry for Ternary Polynomial Threshold Functions
Gorgi Pavlov
We introduce the Banach-Butterfly Invariant (BBT), an influence-adaptive Banach geometry on the Walsh-Hadamard butterfly factorization. For a Boolean function $f:\{-1,+1\}^n\to\{-1…
cs.LG2026
Differentiable Logic Synthesis: Spectral Coefficient Selection via Sinkhorn-Constrained Composition
Gorgi Pavlov
Learning precise Boolean logic via gradient descent remains challenging: neural networks typically converge to "fuzzy" approximations that degrade under quantization. We introduce…