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 *…
We present a unified conceptual scaffold in which the observable universe is described as if it were the deployed artifact of a learning/optimization process. Three interlocking theses: (I) the apparent randomness of quantum mechanics reframed as a projection artifact — the disto…
Urban carbon flux estimation remains a critical challenge for net-zero planning, as conventional process-based models fail to capture the dynamic, multi-scale interactions between human decisions and physical systems. We propose the Spatio-Temporal Graph Multi-Agent Carbon Flux M…
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…
The increasing penetration of photovoltaic (PV) systems demands highly accurate short-term power forecasting to ensure grid stability, facilitate energy trading, and optimize renewable energy operations. This study presents a comprehensive evaluation of seven machine learning and…
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…