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Xiaowei Gao

3 accepted papers

2025

Adaptive Classifier-Free Guidance via Dynamic Low-Confidence Masking

NeurIPS 2025poster

Classifier-Free Guidance (CFG) significantly enhances controllability in generative models by interpolating conditional and unconditional predictions. However, standard CFG often employs a static unconditional input, which can be suboptimal for iterative generation processes where model uncertainty…

Cited by 0SourcecodeScholar
2025

Time Series Supplier Allocation via Deep Black-Litterman Model

AAAI 2025technical

As a typical problem of Spatiotemporal Resource Management, Time Series Supplier Allocation (TSSA) poses a complex NP-hard challenge, aimed at refining future order dispatching strategies to satisfy the trade-off between demands and maximum supply. The Black-Litterman (BL) model, which comes from fi…