Pingchuan Ma

According to our database, Pingchuan Ma authored at least 9 papers between 2024 and 2025.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2025

Is Chain-of-Thought Reasoning of LLMs a Mirage? A Data Distribution Lens.

Chengshuai Zhao, Zhen Tan, Pingchuan Ma, Dawei Li, Bohan Jiang, Yancheng Wang, Yingzhen Yang, Huan Liu

CoRR, August, 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, Jiaqi Gu

CoRR, July, 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, Tianlong Chen, Jiaqi Gu, Seth Ariel Tongay, Umberto Celano

CoRR, July, 2025

SP2RINT: Spatially-Decoupled Physics-Inspired Progressive Inverse Optimization for Scalable, PDE-Constrained Meta-Optical Neural Network Training.

Pingchuan Ma, Ziang Yin, Qi Jing, Zhengqi Gao, Nicholas Gangi, Boyang Zhang, Tsung-Wei Huang, Zhaoran Rena Huang, Duane S. Boning, Yu Yao, Jiaqi Gu

CoRR, May, 2025

ChipMnd: LLMs for Agile Chip Design.

Farshad Firouzi, David Z. Pan, Jiaqi Gu, Bahar J. Farahani, Jayeeta Chaudhuri, Ziang Yin, Pingchuan Ma, Peter Domanski, Krishnendu Chakrabarty

Proceedings of the 43rd IEEE VLSI Test Symposium, 2025

MAPS: Multi-Fidelity AI-Augmented Photonic Simulation and Inverse Design Infrastructure.

Pingchuan Ma, Zhengqi Gao, Meng Zhang, Haoyu Yang, Mark Ren, Z. Rena Huang, Duane S. Boning, Jiaqi Gu

Proceedings of the Design, Automation & Test in Europe Conference, 2025

BOSON^-1: Understanding and Enabling Physically-Robust Photonic Inverse Design with Adaptive Variation-Aware Subspace Optimization.

Pingchuan Ma, Zhengqi Gao, Amir Begovic, Meng Zhang, Haoyu Yang, Haoxing Ren, Z. Rena Huang, Duane S. Boning, Jiaqi Gu

Proceedings of the Design, Automation & Test in Europe Conference, 2025

ADEPT-Z: Zero-Shot Automated Circuit Topology Search for Pareto-Optimal Photonic Tensor Cores.

Ziyang Jiang, Pingchuan Ma, Meng Zhang, Z. Rena Huang, Jiaqi Gu

Proceedings of the 30th Asia and South Pacific Design Automation Conference, 2025

2024

PIC2O-Sim: A Physics-Inspired Causality-Aware Dynamic Convolutional Neural Operator for Ultra-Fast Photonic Device FDTD Simulation.

Pingchuan Ma, Haoyu Yang, Zhengqi Gao, Duane S. Boning, Jiaqi Gu

CoRR, 2024