1 code implementation • 17 Jul 2023 • Samuel Goldman, Jiayi Xin, Joules Provenzano, Connor W. Coley
Importantly, MIST-CF learns in a data dependent fashion using a Formula Transformer neural network architecture and circumvents the need for fragmentation tree construction.
1 code implementation • NeurIPS 2023 • Samuel Goldman, John Bradshaw, Jiayi Xin, Connor W. Coley
Computational predictions of mass spectra from molecules have enabled the discovery of clinically relevant metabolites.
1 code implementation • 24 Feb 2023 • Chang Ma, Haiteng Zhao, Lin Zheng, Jiayi Xin, Qintong Li, Lijun Wu, Zhihong Deng, Yang Lu, Qi Liu, Lingpeng Kong
RSA links query protein sequences to a set of sequences with similar structures or properties in the database and combines these sequences for downstream prediction.
1 code implementation • 5 Sep 2022 • Hongjin Su, Jungo Kasai, Chen Henry Wu, Weijia Shi, Tianlu Wang, Jiayi Xin, Rui Zhang, Mari Ostendorf, Luke Zettlemoyer, Noah A. Smith, Tao Yu
Departing from recent in-context learning methods, we formulate an annotation-efficient, two-step framework: selective annotation that chooses a pool of examples to annotate from unlabeled data in advance, followed by prompt retrieval that retrieves task examples from the annotated pool at test time.