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Guojiang Zhao

3 accepted papers

2025

A Simple yet Effective $\Delta\Delta G$ Predictor is An Unsupervised Antibody Optimizer and Explainer

ICLR 2025poster

The proteins that exist today have been optimized over billions of years of natural evolution, during which nature creates random mutations and selects them. The discovery of functionally promising mutations is challenged by the limited evolutionary accessible regions, i.e., only a small region on t…

Cited by 1SourcePDFScholar
2025

CBGBench: Fill in the Blank of Protein-Molecule Complex Binding Graph

ICLR 2025spotlight

Structure-based drug design (SBDD) aims to generate potential drugs that can bind to a target protein and is greatly expedited by the aid of AI techniques in generative models. However, a lack of systematic understanding persists due to the diverse settings, complex implementation, difficult reprodu…

2022

Using Context-to-Vector with Graph Retrofitting to Improve Word Embeddings

ACL 2022long

Although contextualized embeddings generated from large-scale pre-trained models perform well in many tasks, traditional static embeddings (e.g., Skip-gram, Word2Vec) still play an important role in low-resource and lightweight settings due to their low computational cost, ease of deployment, and st…