About

Hey, this is MY.

把握方向
定位人生

Introduction

Hey, I'm Yi Ma, a 2nd year PhD candidate of College of Intelligence and Computing in Tianjin University. I'm a member of Professor Jianye Hao's research group. I have an research interest in deep reinforcement learning, multi-agent systems and combinatorial optimization.

Besides, I'm a huge fan of basketball, snowboarding and orienteering.

Papers
  • (KDD 2021) A Multi-Graph Attributed Reinforcement Learning Based Optimization Algorithm for Large-scale Hybrid Flow Shop Scheduling Problem [paper]
  • (ICML 2020) Dynamic Knapsack Optimization Towards Efficient Multi-Channel Sequential Advertising [paper]
  • (IJCAI 2020) Learning to Accelerate Heuristic Searching for Large-Scale Maximum Weighted b-Matching Problems in Online Advertising [paper]
  • (IJCAI 2020) KoGuN: Accelerating Deep Reinforcement Learning via Integrating Human Suboptimal Knowledge [paper]
  • (BIBM 2019) Integrating Sequence and Network Information to Enhance Protein-Protein Interaction Prediction Using Graph Convolutional Networks [paper]
  • Spectral-based Graph Convolutional Network for Directed Graphs [paper]
Internships
Contacts