Fractal-gen is a python Fractal image generating library.
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Nov 12, 2024 - Python
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deterministic-algorithm
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Closed-form nth-prime estimator built on invariant-normalization logic, with deterministic refinement and exact benchmarks across a contract grid spanning n = 10^2 to 10^24.
python benchmarking reproducible-research mathematics prime-numbers number-theory numerical-analysis prime-counting-function computational-number-theory riemann-hypothesis analytic-number-theory deterministic-algorithm closed-form lorentz-invariance prime-number-theorem prime-gaps prime-distribution nth-prime prime-estimation
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Apr 9, 2026 - Python
A deterministic reasoning substrate for LLM-based systems. Symbolic AI that thinks so LLMs can talk.
knowledge-graph-completion knowledge-graph-embeddings explainable-ai knowledge-graph-reasoning symbolic-ai knowledge-graph-embedding-models deterministic-algorithm generative-ai llm-training llm-inference llm-framework llm-evaluation deterministic-ai
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Dec 28, 2025 - Python
This project reproduces key results from the influential article "Mechanisms of noise-resistance in genetic oscillators" by José M. G. Vilar et al. (PNAS, 2002), using both deterministic and stochastic mathematical models.
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Oct 2, 2025 - Python
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