no code implementations • 27 Jan 2019 • Haosheng Zou, Tongzheng Ren, Dong Yan, Hang Su, Jun Zhu
Reward shaping is one of the most effective methods to tackle the crucial yet challenging problem of credit assignment in Reinforcement Learning (RL).
no code implementations • 25 Jan 2018 • Haosheng Zou, Hang Su, Shihong Song, Jun Zhu
Crowd behavior understanding is crucial yet challenging across a wide range of applications, since crowd behavior is inherently determined by a sequential decision-making process based on various factors, such as the pedestrians' own destinations, interaction with nearby pedestrians and anticipation of upcoming events.
1 code implementation • 28 Jun 2017 • Haosheng Zou, Kun Xu, Jialian Li, Jun Zhu
We took part in the YouTube-8M Video Understanding Challenge hosted on Kaggle, and achieved the 10th place within less than one month's time.