Subject

Data Science & Modeling

Simulation, optimization, forecasting, network analysis, and computational modeling.

81 published articles6 specialties

Latest in Data & Models

Data Science & ModelingScientific ComputingPreprint

AI model reconstructs liquid-metal flow from sparse sensors

A shallow recurrent decoder reconstructed simulated three-dimensional liquid-metal flow fields from sparse, noisy temperature measurements, producing estimates in less than a second after training. Errors were generally low, but some high-field cases produced larger pressure and velocity errors, and the test was limited to a simplified computational model.

Scientific publication4 min read

Data Science & ModelingOptimizationPreprint

Adaptive AI Teams Find a Middle Ground on Speed and Token Cost

A preprint examines whether AI agents can reach practical agreement before exhausting their computational budget. An illustrative five-agent simulation and live deployments using three named models put adaptive communication between ring-only and complete-only strategies, while a tight-budget run failed and one live run showed disagreement rising.

Scientific publication4 min read