All Stories

  1. AlphaOPT: Formulating Optimization Programs with Self-Improving LLM Experience Library

    Article • August 2026, ACM (Association for Computing Machinery)

    Yining Ma, Haris N. Koutsopoulos

  2. Beyond Static Priors: Dynamic Neural Guidance for Large-Scale Ant Colony Optimization

    Article • August 2026, ACM (Association for Computing Machinery)

    Yining Ma

  3. RL4CO: An Extensive Reinforcement Learning for Combinatorial Optimization Benchmark

    Article • August 2025, ACM (Association for Computing Machinery)

    Yining Ma, Federico Berto, Lin Xie, Haeyeon Kim

  4. Diversity Optimization for Travelling Salesman Problem via Deep Reinforcement Learning

    Article • July 2025, ACM (Association for Computing Machinery)

    Yining Ma

  5. Hierarchical Neural Constructive Solver for Real-world TSP Scenarios

    Article • August 2024, ACM (Association for Computing Machinery)

    Yining Ma

  6. Disentangled Multi-interest Representation Learning for Sequential Recommendation

    Article • August 2024, ACM (Association for Computing Machinery)

    Yining Ma

  7. Auto-configuring Exploration-Exploitation Tradeoff in Evolutionary Computation via Deep Reinforcement Learning

    Article • July 2024, ACM (Association for Computing Machinery)

    Zeyuan Ma, Yining Ma