Scientific Discovery under Validation Congestion via Multi-Fidelity Pairwise Rankings

Modern computational methods can now propose candidate molecules, materials, and other scientific designs at an unprecedented scale, creating a validation congestion where candidates are abundant, but experimental capacity to physically evaluate them remains scarce. Discovering novel scientific desi