Hongshu Guo

Venues

Frequent coauthors

Papers

1. COBRA++: Enhanced COBRA Optimizer with Augmented Surrogate Pool and Reinforced Surrogate Selection
   GECCO 2026 ·

   Zipei Yu

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2. Detect and Act: Automated Dynamic Optimizer through Meta-Black-Box Optimization
   GECCO 2026 ·

   Zijian Gao

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3. A Novel Two-Phase Cooperative Co-evolution Framework for Large-Scale Global Optimization with Complex Overlapping
   GECCO 2025 ·

   Wenjie Qiu

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4. ConfigX: Modular Configuration for Evolutionary Algorithms via Multitask Reinforcement Learning
   AAAI 2025 · Hongshu Guo
5. DesignX: Human-Competitive Algorithm Designer for Black-Box Optimization
   NeurIPS 2025 · Hongshu Guo
6. Meta-Black-Box-Optimization through Offline Q-function Learning
   ICML 2025 ·

   Zeyuan Ma

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7. MetaBox-v2: A Unified Benchmark Platform for Meta-Black-Box Optimization
   NeurIPS 2025 ·

   Zeyuan Ma

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8. Neural Exploratory Landscape Analysis for Meta-Black-Box-Optimization
   ICLR 2025 ·

   Zeyuan Ma

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9. Reinforcement Learning-based Self-adaptive Differential Evolution through Automated Landscape Feature Learning
   GECCO 2025 · Hongshu Guo
10. SYMBOL: Generating Flexible Black-Box Optimizers through Symbolic Equation Learning
    ICLR 2024 ·

    Jiacheng Chen

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