activity
20242026
collaborators

6 papers

cs.AI2026

Structured Testbench Generation for LLM-Driven HDL Design and Verification-Oriented Data Curation

En-Ming Huang, Yu-Hung Kao, Ren-Hao Deng +10

Automated testbench generation has become a critical bottleneck in large language model (LLM)-driven Register Transfer Level (RTL) workflows, where large numbers of candidate desig…

cs.AR2026

Exploring LLM-based Verilog Code Generation with Data-Efficient Fine-Tuning and Testbench Automation

Mu-Chi Chen, Po-Hsuan Huang, Yu-Hung Kao +6

Recent advances in large language models have improved code generation, but their use in hardware description languages is still limited. Moreover, training data and testbenches fo…

cs.DC2026

ParaQAOA: Efficient Parallel Divide-and-Conquer QAOA for Large-Scale Max-Cut Problems Beyond 10,000 Vertices

Po-Hsuan Huang, Xie-Ru Li, Chi Chuang +2

Quantum Approximate Optimization Algorithm (QAOA) has emerged as a promising solution for combinatorial optimization problems using a hybrid quantum-classical framework. Among comb…

cs.AR2026

SiliconMind-V1: Multi-Agent Distillation and Debug-Reasoning Workflows for Verilog Code Generation

Mu-Chi Chen, Yu-Hung Kao, Po-Hsuan Huang +10

Large language models (LLMs) have recently emerged as a promising approach for automating Verilog code generation; however, existing methods primarily emphasize syntactic correctne…

cs.DC2025

Towards Building Private LLMs: Exploring Multi-Node Expert Parallelism on Apple Silicon for Mixture-of-Experts Large Language Model

Mu-Chi Chen, Po-Hsuan Huang, Xiangrui Ke +3

Large Language Models (LLMs) have revolutionized Artificial Intelligence (AI) with significant advancements such as OpenAI's ChatGPT, Meta's Llama, and Databricks' DBRX. This paper…

quant-ph2024

QOPS: A Compiler Framework for Quantum Circuit Simulation Acceleration with Profile Guided Optimizations

Yu-Tsung Wu, Po-Hsuan Huang, Kai-Chieh Chang +2

Quantum circuit simulation is important in the evolution of quantum software and hardware. Novel algorithms can be developed and evaluated by performing quantum circuit simulations…