Jin Zhang

By explicitly conditioning on the query, QGS achieves a 0.62% CTR increase in a major commercial search engine, proving that generative models can beat traditional deep learning baselines in search ranking when query context is properly handled.

Subject-specific variability in biomedical time-series can be mitigated by explicitly aligning spectral structure, leading to a 6% F1-score improvement over existing methods.