Why Deep Models Often cannot Beat Non-deep Counterparts on Molecular Property Prediction?

no code implementations • 30 Jun 2023 • Jun Xia, Lecheng Zhang, Xiao Zhu, Stan Z. Li

Molecular property prediction (MPP) is a crucial task in the drug discovery pipeline, which has recently gained considerable attention thanks to advances in deep neural networks.

Drug Discovery Molecular Property Prediction +1

FIND:Explainable Framework for Meta-learning

no code implementations • 20 May 2022 • Xinyue Shao, Hongzhi Wang, Xiao Zhu, Feng Xiong

Meta-learning is used to efficiently enable the automatic selection of machine learning models by combining data and prior knowledge.

Fairness Meta-Learning

Privacy-Aware Recommender Systems Challenge on Twitter's Home Timeline

no code implementations • 28 Apr 2020 • Luca Belli, Sofia Ira Ktena, Alykhan Tejani, Alexandre Lung-Yut-Fon, Frank Portman, Xiao Zhu, Yuanpu Xie, Akshay Gupta, Michael Bronstein, Amra Delić, Gabriele Sottocornola, Walter Anelli, Nazareno Andrade, Jessie Smith, Wenzhe Shi

Recommender systems constitute the core engine of most social network platforms nowadays, aiming to maximize user satisfaction along with other key business objectives.

Recommendation Systems