publications

2026

1. ICLR 2026

   

   Best-of-three-worlds Analysis for Dueling Bandits with Borda Winner

   Tingyu Zhang, Zirui Hu, and Fang Kong

   2026

   Abs Bib PDF Supp Code

   My contribution to this paper is designing the Multi-armed bandits algorithm from theory to coding implementation about both the adversarial environment for agent and numerical optimization solver.

   @article{zhang2026dueling,
     title = {Best-of-three-worlds Analysis for Dueling Bandits with Borda Winner},
     author = {Zhang, Tingyu and Hu, Zirui and Kong, Fang},
     year = {2026},
   }

2025

1. arXiv pre-print

   

   Hybrid Combinatorial Multi-armed Bandits with Probabilistically Triggered Arms

   Kongchang Zhou, Tingyu Zhang, Wei Chen, and 1 more author

   2025

   Abs Bib PDF Code

   My contribution to this paper is establishing stochastic graph and probability model for estimating the offline, online and hybrid algorithm.

   @article{zhang2025ContextualMAB,
     title = {Hybrid Combinatorial Multi-armed Bandits with Probabilistically Triggered Arms},
     author = {Zhou, Kongchang and Zhang, Tingyu and Chen, Wei and Kong, Fang},
     year = {2025},
   }