2 code implementations • 14 Jul 2022 • Tunhou Zhang, Dehua Cheng, Yuchen He, Zhengxing Chen, Xiaoliang Dai, Liang Xiong, Feng Yan, Hai Li, Yiran Chen, Wei Wen
To overcome the data multi-modality and architecture heterogeneity challenges in the recommendation domain, NASRec establishes a large supernet (i. e., search space) to search the full architectures.
no code implementations • 11 Mar 2022 • Yang Liu, Juan Wang, Zhengxing Chen, Ian Fox, Imani Mufti, Jason Sukumaran, Baokun He, Xiling Sun, Feng Liang
Scheduled batch jobs have been widely used on the asynchronous computing platforms to execute various enterprise applications, including the scheduled notifications and the candidate pre-computation for the modern recommender systems.
no code implementations • 10 Dec 2021 • Ruiyang Xu, Zhengxing Chen
Reinforcement learning (RL) has gained increasing attraction in the academia and tech industry with launches to a variety of impactful applications and products.
no code implementations • 20 Dec 2020 • Yang Liu, Zhengxing Chen, Kittipat Virochsiri, Juan Wang, Jiahao Wu, Feng Liang
We demonstrate statistically significant improvement in daily metrics and resource efficiency by our method in several notification applications at a scale of billions of users.
1 code implementation • 19 Jun 2020 • Miguel Campo, Zhengxing Chen, Luke Kung, Kittipat Virochsiri, Jian-Yu Wang
Soft Actor Critic (SAC) algorithms show remarkable performance in complex simulated environments.
2 code implementations • 1 Nov 2018 • Jason Gauci, Edoardo Conti, Yitao Liang, Kittipat Virochsiri, Yuchen He, Zachary Kaden, Vivek Narayanan, Xiaohui Ye, Zhengxing Chen, Scott Fujimoto
In this paper we present Horizon, Facebook's open source applied reinforcement learning (RL) platform.
1 code implementation • 26 Jun 2018 • Zhengxing Chen, Chris Amato, Truong-Huy Nguyen, Seth Cooper, Yizhou Sun, Magy Seif El-Nasr
Deck building is a crucial component in playing Collectible Card Games (CCGs).
no code implementations • 26 Jun 2018 • Zhengxing Chen, Truong-Huy D Nguyen, Yuyu Xu, Chris Amato, Seth Cooper, Yizhou Sun, Magy Seif El-Nasr
The selection of heroes, also known as pick or draft, takes place before the match starts and alternates between the two teams until each player has selected one hero.