This study documents a preregistered out-of-sample empirical projection for the Direxion Daily Semiconductor Bull 3X Shares ($SOXL). Utilizing the Fractal-Holographic Analog Trading (FHAT) framework, we map the current market structure (Block P: July 17, 2026 – July 24, 2026) against historical fractal analogues (Block A1/A2: March 9, 2026 – March 30, 2026).
Julia implementation of a scaled projection neural network for quasi-variational inequalities with state-dependent constraint set S(x) = m(x) + S and fixed symmetric positive-definite matrix M. Integrates the continuous-time dynamics dx/dt = lambda * [P_{S(x),M^{-1}}(x - alpha *…
This deposit contains the derived datasets and the complete analysis code supporting the manuscript "Hybrid Physics–Machine Learning for Risk-Informed Micro-Hydropower Site Selection on Volcanic Terrain: A Mount Slamet (Indonesia) Case Study" (under review, 2026). Three candidate…
This repository contains the complete execution pipeline for the study: "Leakage-Safe Evaluation of Stochastic Channel Masking for Sensor-Failure Robustness in Dynamic Gas Mixture Quantification." The code provides an end-to-end reproducible workflow for processing the UCI Gas Se…
Epistemological position. This work adopts a critical-rationalist stance (Popper, 1959): every theoretical claim is stated as a conjecture subject to empirical falsification, with quantitative rejection thresholds fixed a priori. Every mathematical guarantee is derived from expli…
Training deep neural networks is constrained by the memory footprint of the computational graphduring automatic differentiation. This memory requirement scales linearly with model depth andsequence length, while the final projections contribute significantly to the spatial lower…
This archive contains the analysis code, the predictor dictionary, and the retrained primary model objects underlying the manuscript "Interpretable machine-learning risk stratification at the time of diagnosis for 3-year mortality in de novo metastatic prostate cancer: developmen…