Author

Kaiyan Chang

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Jul 2026

CLOSER-Bench: Evaluating Budgeted Cross-Stage Design Closure for Hardware Agents

CLOSER-Bench is introduced, a controlled evaluation protocol for budgeted cross-stage design closure and a ten-task pilot spanning RTL repair, mutation-based verification, coverage, PPA optimization, design-space exploration, cross-model debugging, and security establishes the executable harness.

Peilong Zhou, Zhirong Chen, Cangyuan Li et al. · arXiv.org · 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