This is a reproducibility-focused track at NeurIPS, which aligns with the applicant's rigorous pre-registered, replication-driven research methodology (e.g., hERG topology replication, ergofluids gated validation). However, it is a conference track rather than a direct funding opportunity, and the applicant's work spans neuroscience and protein ML rather than core ML reproducibility. The fit is moderate, as the applicant could potentially submit a reproducibility study, but the programme does not provide direct funding.