HySonLab
This is Prof. Truong-Son Hy's research group. We work on AI for Science, Bioinformatics, Drug Discovery, Drug Repurposing, and Medical AI.
United States of America
Pinned Repositories
BioMedKG
Multimodal Contrastive Representation Learning in Augmented Biomedical Knowledge Graphs
Directed_Evolution
Protein Design by Machine Learning guided Directed Evolution
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)
LatentDE
LatentDE: Latent-based Directed Evolution for Protein Sequence Design
Ligand_Generation
Target-aware Variational Auto-encoders for Ligand Generation with Multimodal Protein Representation Learning
Multires-Graph-Transformer
Multiresolution Graph Transformers and Wavelet Positional Encoding for Learning Long-Range and Hierarchical Structures
Protein_Pretrain
Multimodal Pretraining for Unsupervised Protein Representation Learning
Protein_Redesign
ProteinReDiff: Complex-based ligand-binding proteins redesign by equivariant diffusion-based generative models
TESGraph
TESGNN: 3D Temporal Equivariant Scene Graph Neural Networks
ViDeBERTa
ViDeBERTa: A powerful pre-trained language model for Vietnamese, EACL 2023
HySonLab's Repositories
HySonLab/Directed_Evolution
Protein Design by Machine Learning guided Directed Evolution
HySonLab/Protein_Redesign
ProteinReDiff: Complex-based ligand-binding proteins redesign by equivariant diffusion-based generative models
HySonLab/LatentDE
LatentDE: Latent-based Directed Evolution for Protein Sequence Design
HySonLab/Ligand_Generation
Target-aware Variational Auto-encoders for Ligand Generation with Multimodal Protein Representation Learning
HySonLab/BioMedKG
Multimodal Contrastive Representation Learning in Augmented Biomedical Knowledge Graphs
HySonLab/Protein_Pretrain
Multimodal Pretraining for Unsupervised Protein Representation Learning
HySonLab/TESGraph
TESGNN: 3D Temporal Equivariant Scene Graph Neural Networks
HySonLab/DrugPipe
DrugPipe: Generative artificial intelligence-assisted virtual screening pipeline for generalizable and efficient drug repurposing
HySonLab/GraphLASSO
Sparsity exploitation via discovering graphical models in multi-variate time-series forecasting
HySonLab/pandemic_tgnn
Predicting COVID-19 pandemic by spatio-temporal graph neural networks https://arxiv.org/abs/2305.07731
HySonLab/EquiHGNN
Rotationally Equivariant Hypergraph Neural Networks (EquiHGNN)
HySonLab/ML4Insects
Machine Learning for Automated Electrical Penetration Graph Analysis of Aphid Feeding Behavior: Accelerating Research on Insect-Plant Interactions
HySonLab/Design2Code
Large Language Model in combination with Large Vision Model for the task of code generation given design sketch.
HySonLab/EntityKG
wav2graph: A Framework for Supervised Learning Knowledge Graph from Speech
HySonLab/EquiMesh
E(3)-Equivariant Mesh Neural Networks (AISTATS 2024)
HySonLab/VietMedKG
VietMedKG: Knowledge Graph and Benchmark for Traditional Vietnamese Medicine
HySonLab/ArcRoute
Hierarchical Directed Capacitated Arc Routing Problem (HDCARP)
HySonLab/FactAgent
Towards Robust Fact-Checking: A Multi-Agent System with Advanced Evidence Retrieval
HySonLab/HierAttention
Scalable Hierarchical Self-Attention with Learnable Hierarchy for Long-Range Interactions
HySonLab/PointDistill
Topology-Guided Knowledge Distillation for Efficient Point Cloud Processing
HySonLab/TWGNN
Fast Temporal Wavelet Graph Neural Networks (NeurIPS 2023)
HySonLab/LightMed
Light-weight Medical Image Segmentation
HySonLab/MultiscaleHSI
Multiscale spectral graph neural networks for hyperspectral imaging
HySonLab/VietMed-Sum
Real-time Speech Summarization for Medical Conversations in Vietnamese
HySonLab/LANTERN
LANTERN: Leveraging Large Language Models And Transformer For Enhanced Molecular Interaction
HySonLab/MGVAE
Higher-order permutation-equivariant graph variational autoencoder to generate molecules in multiresolution manner. https://iopscience.iop.org/article/10.1088/2632-2153/acc0d8
HySonLab/DiffPlace
DiffPlace: A Conditional Diffusion Framework for Simultaneous VLSI Placement Beyond Sequential Paradigms
HySonLab/LearnMMF
Learning to Solve Multiresolution Matrix Factorization by Manifold Optimization and Evolutionary Metaheuristics
HySonLab/MatCPP
Efficient Matheuristics for Solving the Chinese Postman Problem with Load Constraints
HySonLab/WaveletPE
Range-aware Graph Positional Encoding via High-order Pretraining: Theory and Practice