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Hongshu Guo

10 papers at tracked venues · 6 at CORE A* · active 2024–2026

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Venues

GECCO ×4ICLR ×2NeurIPS ×2AAAI ×1ICML ×1

Frequent coauthors

Yue-Jiao Gong
×10
Zeyuan Ma
×10
Yining Ma
×4
Jiacheng Chen
×3
Xinglin Zhang
×3
Zhiyang Huang
×2
Wenjie Qiu
×2
Zhiguang Cao
×2
Sijie Ma
×2
Zechuan Huang
×2
Zipei Yu
×1
Zijian Gao
×1

Papers

  1. COBRA++: Enhanced COBRA Optimizer with Augmented Surrogate Pool and Reinforced Surrogate Selection
    GECCO 2026 ·
    Zipei Yu
    ,
    Zhiyang Huang
    , Hongshu Guo,
    Yue-Jiao Gong
    ,
    Zeyuan Ma
  2. Detect and Act: Automated Dynamic Optimizer through Meta-Black-Box Optimization
    GECCO 2026 ·
    Zijian Gao
    ,
    Zeyuan Ma
    ,
    Yuanting Zhong
    ,
    Yue-Jiao Gong
    , Hongshu Guo
  3. A Novel Two-Phase Cooperative Co-evolution Framework for Large-Scale Global Optimization with Complex Overlapping
    GECCO 2025 ·
    Wenjie Qiu
    , Hongshu Guo,
    Zeyuan Ma
    ,
    Yue-Jiao Gong
  4. ConfigX: Modular Configuration for Evolutionary Algorithms via Multitask Reinforcement Learning
    AAAI 2025 · Hongshu Guo,
    Zeyuan Ma
    ,
    Jiacheng Chen
    ,
    Yining Ma
    ,
    Zhiguang Cao
    ,
    Xinglin Zhang
    ,
    Yue-Jiao Gong
  5. DesignX: Human-Competitive Algorithm Designer for Black-Box Optimization
    NeurIPS 2025 · Hongshu Guo,
    Zeyuan Ma
    ,
    Yining Ma
    ,
    Xinglin Zhang
    ,
    Wei-Neng Chen
    ,
    Yue-Jiao Gong
  6. Meta-Black-Box-Optimization through Offline Q-function Learning
    ICML 2025 ·
    Zeyuan Ma
    ,
    Zhiguang Cao
    ,
    Zhou Jiang
    , Hongshu Guo,
    Yue-Jiao Gong
  7. MetaBox-v2: A Unified Benchmark Platform for Meta-Black-Box Optimization
    NeurIPS 2025 ·
    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
  8. Neural Exploratory Landscape Analysis for Meta-Black-Box-Optimization
    ICLR 2025 ·
    Zeyuan Ma
    ,
    Jiacheng Chen
    , Hongshu Guo,
    Yue-Jiao Gong
  9. Reinforcement Learning-based Self-adaptive Differential Evolution through Automated Landscape Feature Learning
    GECCO 2025 · Hongshu Guo,
    Sijie Ma
    ,
    Zechuan Huang
    ,
    Yuzhi Hu
    ,
    Zeyuan Ma
    ,
    Xinglin Zhang
    ,
    Yue-Jiao Gong
  10. SYMBOL: Generating Flexible Black-Box Optimizers through Symbolic Equation Learning
    ICLR 2024 ·
    Jiacheng Chen
    ,
    Zeyuan Ma
    , Hongshu Guo,
    Yining Ma
    ,
    Jie Zhang
    ,
    Yue-Jiao Gong