Author

Prakash MG Achary

All India Institute of Medical Sciences

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Biochemistry· 1

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Research Focus:benchmarking· 1 Assay:clinical cohort / trial· 1 Approach:deep learning· 1 Approach:diffusion model· 1 Approach:statistical model· 1 Approach:variational autoencoder· 1

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Sachin S DeshiD· 1 shared Saurav Nayak· 1 shared

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2026-2026 · peak 1/yr

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1 shared paperBiochemistry

Sachin S DeshORCID

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Recent·Most cited

BiochemistrybioRxivPreprintAug 12, 2026

The Synthetic Fidelity-Stability Framework (SFSF): A Systematic Multi-Dimensional Benchmark of Synthetic Clinical Laboratory Data Generators

Sachin S Desh, Prakash MG Achary, Saurav Nayak

The paper benchmarks 17 synthetic data generators for clinical lab data, finding no single model excels across all metrics, and highlights ForestDiffusion's best privacy-utility balance.

DOI 10.64898/2026.08.11.741471

clinical cohort / trialstatistical model

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