← Search

Mingze Yin

3 accepted papers

2025

ProtCLIP: Function-Informed Protein Multi-Modal Learning

AAAI 2025technical

Multi-modality pre-training paradigm that aligns protein sequences and biological descriptions has learned general protein representations and achieved promising performance in various downstream applications. However, these works were still unable to replicate the extraordinary success of language-…

Cited by 2SourcePDFScholar
2025

Synergy of GFlowNet and Protein Language Model Makes a Diverse Antibody Designer

AAAI 2025technical

Antibodies defend our health by binding to antigens with high specificity and potentiality, primarily relying on the Complementarity-Determining Region (CDR). Yet, current experimental methods of discovering new antibody CDRs are heavily time-consuming. Computational design could alleviate this burd…

2024

Bridge-IF: Learning Inverse Protein Folding with Markov Bridges

NeurIPS 2024poster

Inverse protein folding is a fundamental task in computational protein design, which aims to design protein sequences that fold into the desired backbone structures. While the development of machine learning algorithms for this task has seen significant success, the prevailing approaches, which pred…