Author

Ying Wang

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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

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. · 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

Sep 2026

HydraPIM: A Heterogeneous PIM Architecture for Efficient Attention in Long-Context LLMs

The growing demand for long-context LLM inference has exposed a critical bandwidth–capacity trade-off in memory systems, rendering single-tier PIM architectures ineffective. HBM-PIMs offer high bandwidth but limited capacity, while DIMM-PIMs provide scalability at the cost of lower bandwidth; neither satisfies the thro...

Shixin Zhao, Lian Liu, Xiangwen An et al. · IEEE transactions on compute... · 0 citations

Preprint Aug 2026

Rethinking Unified Memory for NPU-PIM Systems: Dual-View Memory for Dynamic Inference of LLM

PFM (PIM-as-Flexible-Memory), a dual-view memory system that decouples physical data layout from accessor-visible logical views, is presented, demonstrating its effectiveness and broad applicability as a unified memory management solution for NPU-PIM systems.

Shixin Zhao, Lian Liu, Tian Han et al. · 0 citations