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HySonLab's Projects

drug-interactions icon drug-interactions

Project of drug interactions https://arxiv.org/pdf/2209.09941.pdf https://arxiv.org/pdf/2302.08680.pdf, NeurIPS 2022 (AI for Science)

equimesh icon equimesh

E(3)-Equivariant Mesh Neural Networks (AISTATS 2024)

graphlasso icon graphlasso

Sparsity exploitation via discovering graphical models in multi-variate time-series forecasting

hierattention icon hierattention

Scalable Hierarchical Self-Attention with Learnable Hierarchy for Long-Range Interactions

latentde icon latentde

Latent-based Directed Evolution guided by Gradient Ascent for Protein Design

ligand_generation icon ligand_generation

Target-aware Variational Auto-encoders for Ligand Generation with Multimodal Protein Representation Learning

mgvae icon mgvae

Higher-order permutation-equivariant graph variational autoencoder to generate molecules in multiresolution manner. https://iopscience.iop.org/article/10.1088/2632-2153/acc0d8

multires-graph-transformer icon multires-graph-transformer

Multiresolution Graph Transformers and Wavelet Positional Encoding for Learning Long-Range and Hierarchical Structures

multires-np-hard icon multires-np-hard

Symmetry-preserving & Multiresolution learning to solve NP-hard problems in Operations Research

pandemic_tgnn icon pandemic_tgnn

Predicting COVID-19 pandemic by spatio-temporal graph neural networks https://arxiv.org/abs/2305.07731

protein_pretrain icon protein_pretrain

Multimodal Pretraining for Unsupervised Protein Representation Learning

protein_redesign icon protein_redesign

Complex-based Ligand-Binding Proteins Redesign by Equivariant Diffusion-based Generative Models

twgnn icon twgnn

Fast Temporal Wavelet Graph Neural Networks

videberta icon videberta

ViDeBERTa: A powerful pre-trained language model for Vietnamese, EACL 2023

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