Search Results for author: Wenzhi Xiao

Found 4 papers, 2 papers with code

Learning Regularized Positional Encoding for Molecular Prediction

no code implementations23 Nov 2022 Xiang Gao, Weihao Gao, Wenzhi Xiao, Zhirui Wang, Chong Wang, Liang Xiang

To model the complex nonlinearity in predicting molecular properties in an more end-to-end approach, we propose to encode the positional quantities with a learnable embedding that is continuous and differentiable.

Supervised Pretraining for Molecular Force Fields and Properties Prediction

no code implementations23 Nov 2022 Xiang Gao, Weihao Gao, Wenzhi Xiao, Zhirui Wang, Chong Wang, Liang Xiang

Experiments show that, compared to training from scratch, fine-tuning the pretrained model can significantly improve the performance for seven molecular property prediction tasks and two force field tasks.

Molecular Property Prediction Property Prediction

Deep Retrieval: An End-to-End Structure Model for Large-Scale Recommendations

1 code implementation1 Jan 2021 Weihao Gao, Xiangjun Fan, Jiankai Sun, Kai Jia, Wenzhi Xiao, Chong Wang, Xiaobing Liu

With the model learnt, a beam search over the latent codes is performed to retrieve the top candidates.

Retrieval

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