A Structure-Aware Framework for Learning Device Placements on Computation Graphs. - Shukai Duan 002; Heng Ping; Nikos Kanakaris; Xiongye Xiao; Panagiotis Kyriakis; Nesreen K. Ahmed; Peiyu Zhang 002; Guixiang Ma; Mihai Capota; Shahin Nazarian; Theodore L. Willke; Paul Bogdan (NeurIPS, 2024)

End-to-End Learning Framework for Solving Non-Markovian Optimal Control. - Xiaole Zhang; Peiyu Zhang 002; Xiongye Xiao; Shixuan Li; Vasileios Tzoumas; Vijay Gupta; Paul Bogdan (CoRR, 2025)

ClimateLLM: Efficient Weather Forecasting via Frequency-Aware Large Language Models. - Shixuan Li; Wei Yang; Peiyu Zhang 002; Xiongye Xiao; Defu Cao; Yuehan Qin; Xiaole Zhang; Yue Zhao 016; Paul Bogdan (CoRR, 2025)

HDLCoRe: A Training-Free Framework for Mitigating Hallucinations in LLM-Generated HDL. - Heng Ping; Shixuan Li; Peiyu Zhang 002; Anzhe Cheng; Shukai Duan 002; Nikos Kanakaris; Xiongye Xiao; Wei Yang; Shahin Nazarian; Andrei Irimia; Paul Bogdan (CoRR, 2025)