Author

Saurav Nayak

Indian Council of Medical Research

Listed by name: these papers carry no ORCID for this author, so different people with the same name may be mixed together.

Biology Disciplines

Click to filter author papers

Biochemistry· 1

Signature Assays, Organisms & Methods

Click to filter · or open tag

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

Frequent Co-Authors

Prakash MG Achary· 1 shared Sachin S DeshiD· 1 shared

Activity by Year

2026-2026 · peak 1/yr

Co-Author Collaboration Network

2 top collaborators · 1 mutual co-author link

Click any collaborator node to inspect or filter shared papers

Focal author (center)Selected co-authorORCID co-authorUnlinked name

Curved chords = mutual co-authorship

1 shared paperBiochemistry

Prakash MG Achary

Mutual co-authors in cluster

Author profile →

1 paper

Recent·Most cited

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.

bioRxiv · Aug 12, 2026 · PreprintBiochemistry