Minkowski Question-Mark Singularity Spectrum

Computes the singularity spectrum f(alpha) of the Minkowski ?(x) function via thermodynamic formalism.

Usage

import torch
from kernels import get_kernel

kernel = get_kernel("cahlen/minkowski-spectrum-cuda")
result = minkowski.compute_tau(q_values, max_digit=50, chebyshev_order=40)

Compile (standalone)

nvcc -O3 -arch=sm_90 -o minkowski_spectrum minkowski_spectrum/minkowski_spectrum.cu -lm

Results

All computation results are open:

Citation

@misc{humphreys2026bigcompute,
  author = {Humphreys, Cahlen},
  title = {bigcompute.science: GPU-Accelerated Computational Mathematics},
  year = {2026},
  url = {https://bigcompute.science}
}

Human-AI collaborative. Not peer-reviewed. All code and data open.

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Dataset used to train cahlen/minkowski-spectrum-cuda