Axiomera Research Library

The science behind semantic intelligence.

Peer-reviewed publications and papers under peer review from Axiomera and Quantara — on semantic classification, cross-source data harmonization, federated clinical machine learning, and oncology AI. Every paper here is published in full: complete text, figures, results, and a plain-English note on what it means for the platform we build.

18
Papers published in full
4
Peer-reviewed
16
Axiomera
11
Quantara
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AxiomeraPeer-reviewed

Optimization of Deep Learning Algorithms for Large Digital Data Processing Using Evolutionary Neural Networks

AI that evolves its own network design to process massive datasets faster.

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AxiomeraPeer-reviewed

A Quantum-Inspired, Biomimetic, and Fractal Framework for Self-Healing AI Code Generation

Self-healing AI that writes and repairs its own code.

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AxiomeraPeer-reviewed

Self-Evolving AI: Metabolic Processing and Recursive Self-Representation

AI that keeps learning and rewires itself without retraining.

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AxiomeraQuantaraPeer-reviewed

Federated Learning for 30-Day Readmission Prediction Across 47 Healthcare Institutions

Predicting 30-day readmissions across 47 institutions without moving patient data.

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AxiomeraUnder peer review

A Multi-Scale Neuromorphic, Quantum-Inspired, and Biomimetic Framework for Fractal Data Integration

A brain-inspired architecture for integrating data at any scale.

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AxiomeraQuantaraUnder peer review

Autonomous Self-Healing Clinical Intelligence Networks with Biomimetic Energy-Information Processing

A self-healing clinical data network that harmonizes records and predicts outcomes.

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AxiomeraQuantaraUnder peer review

Semantic Intelligence Framework for Clinical Data Warehouses

Turning messy hospital records into clinically validated insights across 492,542 encounters.

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AxiomeraQuantaraUnder peer review

Semantic Intelligence Framework for Epic Clarity Data Warehouses

Turning Epic Clarity warehouse records into structured clinical concepts.

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AxiomeraUnder peer review

Neuromorphic Edge Computing Framework for Real-Time Swarm Robotics

Neuromorphic edge AI for real-time coordination of robot swarms.

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AxiomeraUnder peer review

People Detection Optimization from a Partial Gait Cycle

Detecting and identifying people from a partial walking gait.

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AxiomeraQuantaraUnder peer review

Quantum-Superposition Clinical Intelligence Networks: Many-Worlds Data Harmonization

Many-worlds, quantum-inspired harmonization for population-scale health data.

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QuantaraUnder peer review

lncRNA HELC Drives Liver Cancer Proliferation via AP1-Dependent Regulation of Fatty Acid Synthase

Discovery of a long non-coding RNA that drives liver-cancer growth.

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QuantaraUnder peer review

Reprogramming Drug Resistance Pathways Through Epigenetic Modulation in Advanced Lung Cancer

Reversing drug resistance in advanced lung cancer through epigenetic reprogramming.

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AxiomeraQuantaraUnder peer review

Integrating Deep Learning and Radiomics for Preoperative Glioma Grading: A Multi-Center MRI Study

Reading MRIs to grade brain tumors and predict molecular subtype before surgery.

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AxiomeraQuantaraUnder peer review

A Unified Mathematical Framework for Semantic Classification in Healthcare

The mathematics of how clinical data gets mapped and classified.

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AxiomeraQuantaraUnder peer review

A FHIR-Native Harmonization Overlay for Semantic Interoperability

A vendor-neutral overlay that makes any two FHIR systems understand each other.

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AxiomeraQuantaraUnder peer review

Harmonization-Aware Predictive Overlap Forecasting for Population-Scale Pharmaceutical Need and Utilization Sensing

Forecasting population-scale drug demand by separating true need from realized use.

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AxiomeraUnder peer review

A Unified Ontology-Grounded Health Intelligence Framework for Aircraft Vibration Analytics and Predictive Maintenance

Turning aircraft vibration data into fleet-wide predictive maintenance intelligence.

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§ From research to production

The research is the product’s foundation, not its marketing.

Everything Axiomera does in production — resolving meaning, binding to standards, harmonizing across sources and clouds — traces back to the work published here. See how it runs on your data.