Life

Problem

Protein structure, biological network modeling, and computational biology workloads.

Why Important

Drives drug discovery, precision medicine, and biological research acceleration.

Physics / Chemistry / Biology involved

• Molecular biology
• Biophysics
• Statistical and systems biology

Mathematical Model

• Approximate molecular dynamics models
• Graph-based structures
• Probabilistic generative models

AI Method

• Transformer/Equivariant networks
• Structure prediction models
• Bio foundation models

HPC Method

• Large-scale sequence parallelism
• Multi-GPU training/inference
• Data pipeline optimization

Software Implementation

Target tool: BioSolve-Agent (planned)

Benchmark & Validation

• Public structure benchmark suites
• Downstream task generalization tests

Future Tool

From structure prediction to experiment-assist decision tools.