---
title: "Pingchuan Ma — papers of 2024 — 1 paper, the most cited first"
description: "Pingchuan Ma — papers of 2024: 1 paper on Elamur Research, the most cited first — what each work is about in our own words."
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# Pingchuan Ma — papers of 2024 — 1 paper, the most cited first

1 paper · [all years of Pingchuan Ma](https://md.research.elamur.ai/free/en/authors/pingchuan-ma/#years)

- [LLM and Simulation as Bilevel Optimizers: A New Paradigm to Advance Physical Scientific Discovery arXiv:2405.09783](https://md.research.elamur.ai/free/en/papers/ma-2024-llm-simulation-bilevel-optimizers-new/) — Pingchuan Ma, Tsun-Hsuan Wang, Minghao Guo, et al. · 2024 · 33 citations