An implementation of ESM2 in Equinox+JAX
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Updated
Apr 20, 2026 - Python
An implementation of ESM2 in Equinox+JAX
End-to-end protein function prediction from structure alone: active sites, binding pockets, GO terms, PPI partners, and drug candidates.
Repository of the paper "Exploring sequence landscape of biosynthetic gene clusters with protein language models" published at ICML2024 workshop Machine Learning for Life and Material Science: From Theory to Industry applications
Prediction of anti-fungal proteins using protein language models
AI-powered protein mutation analysis platform. Enter any UniProt ID, mutate a residue, and SERAPH, an original ESM2+CNN+BiLSTM model, predicts exactly which secondary structures change and why.
Next-generation protein-protein interaction site (PPIS) prediction integrating ESM-2 protein language model representations with structural & evolutionary features via biophysics-supervised gated fusion and equivariant graph networks.
Similarity search for protein sequences using ESM-2 embeddings and Approximate Nearest Neighbor (ANN) methods.
Antimicrobial peptide discovery via ESM-2 fine-tuning. LoRA training on ESCAPE/GenPept-Curated-2025/PepBenchmark with multilabel evaluation.
Experimental-design methods for budgeted protein-epistasis mapping with zero-shot ESM-2 signals; evaluated on GB1.
Residue-residue contact prediction using ESM2 enhanced with template-based structural priors from homologous sequences.
Functional prediction and evidence-grounded interpretation of KCNH2 missense variants using MaveDB, ESM-2, XGBoost, ClinVar, AlphaMissense and RAG.
Transformer fusion pipeline for protein binding-site prediction using ESM2 protein embeddings, physicochemical surface descriptors, and neighbourhood-aware attention.
Zero-shot variant pathogenicity prediction via spectral covariance analysis of ESM2 hidden states | Claw4S 2026
Bioinformatics Kaggle project for prime editing RT activity prediction using leave-one-family-out cross-validation and CLS-oriented modeling.
The protein-engineering design loop as one Rust binary: mutate, fold, QC folders of models into Parquet, ESM-2 variant scoring, a terminal viewer, and a GA4GH TES 1.1 server. Science validated against mdtraj, FreeSASA, cctbx and PLIP in CI.
Unified Python library and CLI for protein structure prediction and inverse folding.
RCSF-AMP: residue-confidence-guided sequence-structure fusion for antimicrobial peptide prediction
Protein language model framework for functional annotation of marine phage dark matter. Ibdaa 2027 — Computational Biology & Bioinformatics.
Dual-scale peptide property prediction with atom/residue encoders and cross-attention fusion.
Fine-tuning ESM-2 with LoRA for enzyme family classification. Homology-aware splitting, calibrated uncertainty, integrated gradients interpretability, and FastAPI inference. Built for production.
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