PIC2O-Sim: A Physics-Inspired Causality-Aware Dynamic Convolutional Neural Operator for Ultra-Fast Photonic Device FDTD Simulation. - Pingchuan Ma 012; Haoyu Yang; Zhengqi Gao; Duane S. Boning; Jiaqi Gu 002 (CoRR, 2024)

ADEPT-Z: Zero-Shot Automated Circuit Topology Search for Pareto-Optimal Photonic Tensor Cores. - Ziyang Jiang; Pingchuan Ma 012; Meng Zhang 023; Z. Rena Huang; Jiaqi Gu 002 (ASP-DAC, 2025)

BOSON-1: Understanding and Enabling Physically-Robust Photonic Inverse Design with Adaptive Variation-Aware Subspace Optimization. - Pingchuan Ma 012; Zhengqi Gao; Amir Begovic; Meng Zhang 023; Haoyu Yang; Haoxing Ren; Z. Rena Huang; Duane S. Boning; Jiaqi Gu 002 (DATE, 2025)

MAPS: Multi-Fidelity AI-Augmented Photonic Simulation and Inverse Design Infrastructure. - Pingchuan Ma 012; Zhengqi Gao; Meng Zhang 023; Haoyu Yang; Mark Ren; Z. Rena Huang; Duane S. Boning; Jiaqi Gu 002 (DATE, 2025)

ChipMnd: LLMs for Agile Chip Design. - Farshad Firouzi; David Z. Pan; Jiaqi Gu 002; Bahar J. Farahani; Jayeeta Chaudhuri; Ziang Yin; Pingchuan Ma 012; Peter Domanski; Krishnendu Chakrabarty (VTS, 2025)

SP2RINT: Spatially-Decoupled Physics-Inspired Progressive Inverse Optimization for Scalable, PDE-Constrained Meta-Optical Neural Network Training. - Pingchuan Ma 012; Ziang Yin; Qi Jing; Zhengqi Gao; Nicholas Gangi; Boyang Zhang; Tsung-Wei Huang; Zhaoran Rena Huang; Duane S. Boning; Yu Yao; Jiaqi Gu 002 (CoRR, 2025)

SparseC-AFM: a deep learning method for fast and accurate characterization of MoS2 with C-AFM. - Levi Harris; Md Jayed Hossain; Mufan Qiu; Ruichen Zhang; Pingchuan Ma 012; Tianlong Chen 001; Jiaqi Gu 002; Seth Ariel Tongay; Umberto Celano (CoRR, 2025)

Toward Intelligent Electronic-Photonic Design Automation for Large-Scale Photonic Integrated Circuits: from Device Inverse Design to Physical Layout Generation. - Hongjian Zhou; Pingchuan Ma 012; Jiaqi Gu 002 (CoRR, 2025)

Is Chain-of-Thought Reasoning of LLMs a Mirage? A Data Distribution Lens. - Chengshuai Zhao; Zhen Tan 001; Pingchuan Ma 012; Dawei Li 008; Bohan Jiang; Yancheng Wang; Yingzhen Yang; Huan Liu 001 (CoRR, 2025)