PepDDG
Peptide–protein binding ΔΔG prediction via information channel decomposition.
NeurIPS 2026Explore the idea ↗
Acceptance reported by Richard; public author list and publication link pending verification.
PEPTIDE AI / SELECTED RESEARCH
Peptide AI.
Across sequence & structure.
Peptide representations and learning lead this collection. PepDDG, PepLand, and PepHarmony connect peptide sequence, structure, and function; selected molecular methods and clinical modeling appear below.
Peptide AI
PepLand
Multi-view heterogeneous graphs for peptide representations across natural and non-natural amino acids.
Briefings in Bioinformatics · 26(4), bbaf367Explore the idea ↗
PepHarmony
Sequence–structure contrastive learning for peptide representation.
Neural Networks · 194, 108148Explore the idea ↗
AMPCliff
Quantitative definition and benchmarking of activity cliffs in antimicrobial peptides.
Journal of Advanced Research · 80, 287–300Explore the idea ↗
Molecular AI & Methods
MolFeSCue
Few-shot and contrastive learning for scarce and imbalanced molecular property labels.
Bioinformatics · 40(4), btae118Explore the idea ↗
MolProphecy
Multimodal molecular graphs and chemical knowledge, using ChatGPT-generated knowledge in the reported implementation.
Journal of Advanced Research · 85, 577–594Explore the idea ↗
OCMR
Recognizing chemical structures from images.
Computers in Biology and Medicine · 163, 107187Explore the idea ↗
HeFS
Helper-enhanced feature selection via Pareto-optimized genetic search.
Journal of Advanced Research · advance online, 2026Explore the idea ↗
Clinical modeling
DeepSelective
Interpretable prognostic feature selection and compression for electronic health records.
Pattern Recognition · 174, 112970Explore the idea ↗
FairCare
Adversarial heterogeneous graph attention for fair electronic-health-record representations.
Information Processing & Management · 61(3), 103682Explore the idea ↗