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Author

Siyang Cai

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Open access Aug 2026

A Soil Moisture Profile Response-Driven Framework for Estimating Irrigation Water Use Under Spatial Allocation Constraints

Accurate estimation of irrigation water use is essential for agricultural water accounting and water-resource allocation in large irrigated districts, yet existing statistics are usually available only as aggregated administrative totals and cannot adequately characterize seasonal and spatial differences in field-appli...

Siyang Cai, Hui-Xiao Wang, Guan-Hang Sui et al. · 0 citations
Jul 2026

RTLCurator: Label-Efficient Data Curation for RTL Generation

RTLCurator is presented, which learns a behavior-aware compatibility prior by contrasting each specification with implementations that fail simulation, and calibrates it to a new corpus using a small number of validated pairs, and constructs the retained subset by balancing alignment, representation coverage, and RTL s...

Siyang Cai, Cangyuan Li, Wenjing Chang et al. · 0 citations
Preprint Jul 2026

When Fuzzing Meets Understanding: LLM-Driven Semantic Test Generation for RTL Verification

ChipFuzzer is proposed, a hardware fuzzing framework that leverages the semantic reasoning capabilities of large language models (LLMs) to improve fuzzing effectiveness and improves average condition coverage and bug detection rate over the strongest baseline.

Kun Wang, Cangyuan Li, Kaiyan Chang et al. · 0 citations

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