Shanda Li

PhD student, Carnegie Mellon University

Joined

May 2021

Names

Shanda Li (Preferred)

Emails

****@pku.edu.cn (Confirmed)

****@163.com (Confirmed)

****@cs.cmu.edu (Confirmed)

Personal Links

Homepage

DBLP

Career & Education History

PhD student

Carnegie Mellon University (cmu.edu)

2022 – Present

Intern

ByteDance Inc. (bytedance.com)

2025 – 2025

Intern

Google (google.com)

2024 – 2024

Intern

Google (google.com)

2023 – 2023

Intern

Microsoft (microsoft.com)

2021 – 2022

Undergrad student

Peking University (pku.edu.cn)

2018 – 2022

Advisors, Relations & Conflicts

No relations added

Expertise

deep learning

Present

Publications

CodePDE: An Inference Framework for LLM-driven PDE Solver Generation
Shanda Li, Tanya Marwah, Junhong Shen, Weiwei Sun, Andrej Risteski, Yiming Yang, Ameet Talwalkar
- Accepted by TMLR
- Readers: Everyone
AI Impact on Human Proof Formalization Workflows
Katherine M. Collins, Simon Frieder, Jonas Bayer, Jacob Loader, Jeck Lim, Peiyang Song, Fabian Zaiser, Lexin Zhou, Shanda Li, Shi-Zhuo Looi, Jose Hernandez-Orallo, Joshua B. Tenenbaum, Cameron Freer, Umang Bhatt, Adrian Weller, Valerie Chen, Ilia Sucholutsky
- MATH-AI 2025 Poster
- Readers: Everyone
CoMind: Towards Community-Driven Agents for Machine Learning Engineering
Sijie Li, Weiwei Sun, Shanda Li, Ameet Talwalkar, Yiming Yang
- ICLR 2026 Poster
- Readers: Everyone
Terminal-Bench: Benchmarking Agents on Hard, Realistic Tasks in Command Line Interfaces
Mike A Merrill, Alexander Glenn Shaw, Nicholas Carlini, Boxuan Li, Harsh Raj, Ivan Bercovich, Lin Shi, Jeong Yeon Shin, Thomas Walshe, E. Kelly Buchanan, Junhong Shen, Guanghao Ye, Haowei Lin, Jason Poulos, Maoyu Wang, Marianna Nezhurina, Di Lu, Orfeas Menis Mastromichalakis, Zhiwei Xu, Zizhao Chen et al. (64 additional authors not shown)
- ICLR 2026 Poster
- Readers: Everyone
Sample Complexity and Representation Ability of Test-time Scaling Paradigms
Baihe Huang, Shanda Li, Tianhao Wu, Yiming Yang, Ameet Talwalkar, Kannan Ramchandran, Michael I. Jordan, Jiantao Jiao
- ICLR 2026 Poster
- Readers: Everyone
FrontierCO: Real-World and Large-Scale Evaluation of Machine Learning Solvers for Combinatorial Optimization
Shengyu Feng, Weiwei Sun, Shanda Li, Ameet Talwalkar, Yiming Yang
- ICLR 2026 Poster
- Readers: Everyone
CodePDE: An Inference Framework for LLM-driven PDE Solver Generation
Shanda Li, Tanya Marwah, Junhong Shen, Weiwei Sun, Andrej Risteski, Yiming Yang, Ameet Talwalkar
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
Toward Community-Driven Agents for Machine Learning Engineering
Sijie Li, Weiwei Sun, Shanda Li, Ameet Talwalkar, Yiming Yang
- MTI-LLM @ NeurIPS 2025 Poster
- Readers: Everyone
A Comprehensive Evaluation of Contemporary Machine-Learning-Based Solvers for CO
Shengyu Feng, Weiwei Sun, Shanda Li, Ameet Talwalkar, Yiming Yang
- AI4Math@ICML25 Poster
- Readers: Everyone
Maximal Update Parametrization and Zero-Shot Hyperparameter Transfer for Fourier Neural Operators
Shanda Li, Shinjae Yoo, Yiming Yang
- ICML 2025 poster
- Readers: Everyone

View all 26 publications

Co-Authors

View all 147 co-authors