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20242026
most citedHDLCoRe: A Training-Free Framework for Mitigating Hallucinations in LLM-Generated HDL

1 citations · 2 across the 12 of their papers we have counts for

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cs.AI2025

VeriMoA: A Mixture-of-Agents Framework for Spec-to-HDL Generation

Heng Ping, Arijit Bhattacharjee, Peiyu Zhang +8

Automation of Register Transfer Level (RTL) design can help developers meet increasing computational demands. Large Language Models (LLMs) show promise for Hardware Description Lan…

cs.LG2025

HGFM: Towards unifying Homogeneity and Heterogeneity on Text-Attributed Graphs

Trung-Kien Nguyen, Heng Ping, Shixuan Li +4

The growing interests and applications of graph learning in diverse domains have propelled the development of a unified model generalizing well across different graphs and tasks, k…

cs.CL2025★ 1 cited

HDLCoRe: A Training-Free Framework for Mitigating Hallucinations in LLM-Generated HDL

Heng Ping, Shixuan Li, Peiyu Zhang +8

Recent advances in large language models (LLMs) have demonstrated remarkable capabilities in code generation tasks. However, when applied to hardware description languages (HDL), t…

cs.LG2025

ClimateLLM: Efficient Weather Forecasting via Frequency-Aware Large Language Models

Shixuan Li, Wei Yang, Peiyu Zhang +6

Weather forecasting is crucial for public safety, disaster prevention and mitigation, agricultural production, and energy management, with global relevance. Although deep learning…

eess.SY2025

End-to-End Learning Framework for Solving Non-Markovian Optimal Control

Xiaole Zhang, Peiyu Zhang, Xiongye Xiao +4

Integer-order calculus often falls short in capturing the long-range dependencies and memory effects found in many real-world processes. Fractional calculus addresses these gaps vi…