Research works

Beyond Statistical Similarity: A Multidimensional Framework for Evaluating Synthetic Tabular Data

This research examines the quality of synthetic tabular datasets generated by two deep generative models, CTGAN and TVAE. The evaluation uses three benchmark datasets representing different application areas: Adult Income, Bank Marketing, and German Credit. The study goes beyond...

Discovery of a peripheral Myh11-expressing nucleus pulposus cell population demontrating therapeutic potential for disc degeneration

Continual turnover of nucleus pulposus (NP) cellularity is critical for maintaining intervertebral disc (IVD) homeostasis; however, the presence and identity of potential progenitor cells within the NP remain unclear. This study identifies NP cells expressing myosin heavy chain 1...

Mathematical Problem-Solving Strategies and Dataset Creation: A Meta-Analysis — E8 Intelligence Research

FINDING: Putnam problem with elegant solution; IMO windmill problem; MATH dataset for machine learning; problem-solving strategies lecture. | MATH: No specific equations, constants, or ratios extracted from these summaries. | CONNECTION: None identified — no geometric ratios, bas...

STRATEGY WARDEN: 7-day winrate 43.6% vs baseline 60.3% — but live files are UNCHANGED. This is market conditions, not ag — E8 Intelligence Research

STRATEGY WARDEN: 7-day winrate 43.6% vs baseline 60.3% — but live files are UNCHANGED. This is market conditions, not agent damage. No revert; watching. Author: Andrew Stewart Caldin, Independent Researcher, UK. Part of the E8 Intelligence Research series. Platform: e8intelligenc...

Conformal Quantum Gravity and a Three‑Dimensional Network of Strings

We present a self‑contained academic review and synthesis of two independent models that converge on a unified picture of quantum gravity and emergent spacetime. Model A (Prokhorov) derives quantum mechanics and string theory from first principles: classical oscillators coupled t...

A Geometric Solution and Interpretation of the Poincaré Conjecture: The Perspective of Visual Relief and Sweep-out Protocol

This paper presents a novel conceptualization and structural analysis of the 3-dimensional Poincaré Conjecture. By introducing the "Sweep-out Protocol" via a dynamically expanding 2-dimensional sphere trajectory and integrating an inherent "Infinite Brake Mechanism," we demystify...

Information Entanglement Projection Geometry: Axiomatic Foundations

This paper presents the axiomatic foundations of Information Entanglement Projection Geometry (IEPG), also known as Generalized Projective Theory (GPG). Core results: - The 7/8 Theorem: Spacetime emerges at n=7 in the Bott periodicity cycle - Lorentz signature (-,+,+,+) is derive...

The Address of the Fine-Structure Constant: A Conditional Reduction of α to a Ratio of Two Lengths, with a Radion Mass Prediction — Why 137?(微細構造定数の住所——なぜ137か:αの二長比への条件付き縮約とラディオン質量)

This record presents the Fine-Structure Letter on Healing-Length Theory. Starting from the LFT II relation α = 4/(M_P R_f)², it studies a conditional stabilization mechanism for the phase-fiber radius through the balance between an attractive Casimir term proportional to ζ(5) and...

Homological Mirror Symmetry Links Knot Floer Homology to New Knot Invariants — E8 Intelligence Research

FINDING: Homological mirror symmetry links Fukaya categories of symplectic manifolds to derived categories of coherent sheaves on mirror Calabi-Yau, enabling new knot invariants via knot Floer homology. MATH: - Knot Floer homology: \( \widehat{HFK}(K) \) categorifies Alexander po...

Financial Hardship and Household Food Insecurity During the COVID-19 Pandemic: Evidence From the Panel Study of Income Dynamics

Purpose Research has documented changes in food insecurity (FI) in the U.S. during COVID-19, including initial spikes and widening inequities followed by eventual declines. Yet a lack of representative longitudinal data has limited efforts to examine FI trajectories. Design We us...

Dual Multiplexing of Wavelength and Orbital Angular Momentum for Expanded Information Capacity With a Single Freeform Micro‐Structured Element

ABSTRACT Optical multiplexing is an important method for expanding information capacity. Here, we propose and experimentally demonstrate dual multiplexing of wavelength and orbital angular momentum (OAM) for expanded information capacity with a single freeform micro‐structured el...

QFRS: quantitative finance reporting standards for forecasting, evaluation and trading claims

Abstract Financial time-series forecasting lies between AI and market microstructure, but most studies optimise generic error metrics instead of risk-adjusted economic value under realistic frictions. Unlike NLP and vision, the field lacks a shared, reviewer-enforced standard for...

EuroMillions Breakthrough Mining — 1555 Sources, 11066 Leads Extracted — E8 Intelligence Research

Mined 1555 lottery+quantum breakthroughs. Extracted 11066 leads across 13 categories. 9127 high-value leads found. Categories: {"CORRIDOR": 910, "FORMULA": 760, "GEOMETRIC": 695, "FORWARD_ATTEMPT": 952, "QUANTUM": 1162, "TIMING": 189, "CELESTIAL": 848, "GEMATRIA": 900, "CONSTANT"...

LAB #818 NEUTRAL: LEDGER BENCH: Apply filter: Phase distance TIGHT (<=2deg) — improves win rate from 32.1% to 36.2% (+ — E8 Intelligence Research

IDEA: Adjustment made to the live model — verify against the backtests: Apply filter: Phase distance TIGHT (<=2deg) — improves win rate from 32.1% to 36.2% (+4.2pp, n=378) **SAME-WINDOW EFFECT:** Applying a phase distance filter of ≤2° would have rejected the EURUSD SHORT (loss)...

SICC Framework: Phase 16 Cosmological Informational Architecture Hypothesis

This paper presents the Phase 16 Cosmological Informational Architecture, a theoretical framework that replaces standard cosmological models with strictly informational physics. By defining the universe as a geometrically and thermodynamically finite 3D containment manifold, the...

Deterministic Edge Matrix

## The Paradigm Shift: Proving the Absolute Supremacy of Deterministic Edge-State Telemetry Over Cloud Streaming This breakthrough demonstrates that continuous raw data streaming is entirely obsolete, proving mathematically and thermodynamically that low-power microcontrollers ut...

Developing nonlinear time-varying weighted combined prediction framework for infectious diseases: validation with respiratory infectious diseases and sexually transmitted infections

Traditional combined prediction models often face limitations in their ability to capture complex nonlinear relationships and weighting. To address these challenges, we propose a nonlinear time-varying weighted combined prediction framework that integrates deep learning algorithm...

Total Synthesis of(+)-CC-1065

Abstract The spirocyclopropanyl cyclohexadienone alkaloids are among the most potent antitumor natural products yet discovered. The intriguing biological activity and unique structures of these alkaloids have made them attractive targets for total synthesis. Herein, we report an...

Functional causes of low testosterone predominate in contemporary Australian endocrine referral practice: a two centre experience across 5 years

Abstract Background The epidemiology and outpatient management of low testosterone in Australian tertiary care remain poorly characterised. Rising testosterone prescription rates and evolving guidelines underscore the need to delineate contemporary referral patterns, diagnostic a...

Dislocation StructureTransformation of (111) TwistGrain Boundaries in Silicon

Abstract Grain boundaries (GBs) play a crucial role in determining the performance of nanocrystalline and polycrystalline silicon. In this paper, we investigate the structural transformation of silicon (111) twist GBs through hybrid molecular statics (RBTs method, namely, the rig...