Hongshu Guo

PhD student, South China University of Technology

Joined

May 2023

Names

Hongshu Guo (Preferred)

Emails

****@gmail.com (Confirmed)

Personal Links

Homepage

ORCID

Career & Education History

PhD student

South China University of Technology (scut.edu.cn)

2022 – 2026

Advisors, Relations & Conflicts

No relations added

Expertise

No areas of expertise listed

Publications

Evolutionary System 2 Reasoning: An Empirical Proof
Zeyuan Ma, Huang Wenqi, Guo-Huan Song, Hongshu Guo, Sijie Ma, Zhiguang Cao, Yue-Jiao Gong
- AAAI 2026 Bridge LMReasoning
- Readers: Everyone
DesignX: Human-Competitive Algorithm Designer for Black-Box Optimization
Hongshu Guo, Zeyuan Ma, Yining Ma, Xinglin Zhang, Wei-Neng Chen, Yue-Jiao Gong
- NeurIPS 2025 poster
- Readers: Everyone
MetaBox-v2: A Unified Benchmark Platform for Meta-Black-Box Optimization
Zeyuan Ma, Yue-Jiao Gong, Hongshu Guo, Wenjie Qiu, Sijie Ma, Hongqiao Lian, Jiajun Zhan, Kaixu Chen, Chen Wang, Zhiyang Huang, Zechuan Huang, Guojun Peng, Ran Cheng, Yining Ma
- NeurIPS 2025 Datasets and Benchmarks Track poster
- Readers: Everyone
Meta-Black-Box-Optimization through Offline Q-function Learning
Zeyuan Ma, Zhiguang Cao, Zhou Jiang, Hongshu Guo, Yue-Jiao Gong
- ICML 2025 poster
- Readers: Everyone
LLaMoCo: Instruction Tuning of Large Language Models for Optimization Code Generation
Zeyuan Ma, Hongshu Guo, Jiacheng Chen, Zhiguang Cao, Yining Ma, Yue-Jiao Gong
- Submitted to ICLR 2025
- Readers: Everyone
Neural Exploratory Landscape Analysis for Meta-Black-Box-Optimization
Zeyuan Ma, Jiacheng Chen, Hongshu Guo, Yue-Jiao Gong
- ICLR 2025 Poster
- Readers: Everyone
Meta-Black-Box-Optimization through Offline Q-function Learning with Mamba Architecture
Zeyuan Ma, Hongshu Guo, Zhou Jiang, Zhiguang Cao, Yue-Jiao Gong
- ICLR 2025 Conference Withdrawn Submission
- Readers: Everyone
SYMBOL: Generating Flexible Black-Box Optimizers through Symbolic Equation Learning
Jiacheng Chen, Zeyuan Ma, Hongshu Guo, Yining Ma, Jie Zhang, Yue-Jiao Gong
- ICLR 2024 poster
- Readers: Everyone
MetaBox: A Benchmark Platform for Meta-Black-Box Optimization with Reinforcement Learning
Zeyuan Ma, Hongshu Guo, Jiacheng Chen, Zhenrui Li, Guojun Peng, Yue-Jiao Gong, Yining Ma, Zhiguang Cao
- NeurIPS 2023 Datasets and Benchmarks Oral
- Readers: Everyone