Odor Descriptor Prediction
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A principal odor map unifies diverse tasks in olfactory perception
2023-09-01 · 구현 1개
Papers
A General-Purpose Molecular Foundation Model Transfers Across Diverse Olfactory Tasks
2026-08-26
· Yikun Han, Yi Wang, Neil Mankodi, Stephen Yang 외
arxiv
Foundation models have transformed molecular property prediction, yet it remains unclear whether a molecular foundation model, fine-tuned on a single canonical olfactory prediction task, can learn representations that tr…
Molecular Property PredictionOdor Descriptor PredictionSCENT: Aligning Mass Spectra with Molecular Structure for Olfactory Perception
2026-05-26
· Ziqi Zhang, Eunyeong Jin, Miguel Vasco, Farzaneh Taleb 외
arxiv
Predicting human olfactory perception from molecular structure has seen remarkable progress, yet these approaches require explicit chemical structure at inference, which is not available in practical sensing settings. We…
Odor Descriptor PredictionContrastive LearningA principal odor map unifies diverse tasks in olfactory perception
2023-09-01 · Science 2023 9
· Brian K. Lee, Emily J. Mayhew, Benjamin Sanchez-Lengeling, Jennifer N. Wei 외
Mapping molecular structure to odor perception is a key challenge in olfaction. We used graph neural networks to generate a principal odor map (POM) that preserves perceptual relationships and enables odor quality predic…
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