600 citations · 712 across the 15 of their papers we have counts for
Showing 2020Show all
3 papers · 1 filter
cs.LG2020★ 18 cited
BeBold: Exploration Beyond the Boundary of Explored Regions
Tianjun Zhang, Huazhe Xu, Xiaolong Wang +4
Efficient exploration under sparse rewards remains a key challenge in deep reinforcement learning. To guide exploration, previous work makes extensive use of intrinsic reward (IR).…
cs.LG2020★ 19 cited
Multi-Agent Collaboration via Reward Attribution Decomposition
Tianjun Zhang, Huazhe Xu, Xiaolong Wang +4
Recent advances in multi-agent reinforcement learning (MARL) have achieved super-human performance in games like Quake 3 and Dota 2. Unfortunately, these techniques require orders-…
cs.DB2020★ 6 cited
SQLFlow: A Bridge between SQL and Machine Learning
Yi Wang, Yang Yang, Weiguo Zhu +11
Industrial AI systems are mostly end-to-end machine learning (ML) workflows. A typical recommendation or business intelligence system includes many online micro-services and offlin…