🧪 Test?View on arXiv
Nearest-neighbour baselines for fingerprint prediction from MS/MS spectra under different assumptions
Khoo, Barzilay, Liu, Gupta
nearest-neighbourmolecular fingerprintingbenchmarking
2610.02249
Builder Relevance
1h ago70%
Abstract
This paper systematically compares several nearest-neighbour variants for molecular fingerprint prediction from MS/MS spectra.
Reality Card
Core Claim
Nearest-neighbour retrieval methods provide strong baselines for molecular fingerprint prediction, matching or outperforming current deep learning models.
Method / Result
Several nearest-neighbour variants were compared, showing differing performance based on inference assumptions.
Limitations
The study's reliance on varying assumptions for inference may complicate reproducibility across different implementations.
Paper to code
Verified implementation resources so builders can test the paper’s claims instead of stopping at the abstract.
No verified implementation link has been attached yet. AIBuzzHub will keep this panel separate from unverified search results.