Pingchuan Ma

activity

20242026

most citedIs Chain-of-Thought Reasoning of LLMs a Mirage? A Data Distribution Lens

5 citations · 5 across the 2 of their papers we have counts for

collaborators

Showing physics.opticsShow all

3 papers · 1 filter

physics.optics2025

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

Pingchuan Ma, Ziang Yin, Qi Jing +8

DONNs leverage light propagation for efficient analog AI and signal processing. Advances in nanophotonic fabrication and metasurface-based wavefront engineering have opened new pat…

physics.optics2025

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

Pingchuan Ma, Zhengqi Gao, Meng Zhang +5

Inverse design has emerged as a transformative approach for photonic device optimization, enabling the exploration of high-dimensional, non-intuitive design spaces to create ultra-…

physics.optics2024

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

Pingchuan Ma, Zhengqi Gao, Amir Begovic +6

Nanophotonic device design aims to optimize photonic structures to meet specific requirements across various applications. Inverse design has unlocked non-intuitive, high-dimension…

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

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

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

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