H
Hanxiao Liu
Researcher at Google
Publications - 63
Citations - 9248
Hanxiao Liu is an academic researcher from Google. The author has contributed to research in topics: Computer science & Search algorithm. The author has an hindex of 26, co-authored 54 publications receiving 6109 citations. Previous affiliations of Hanxiao Liu include Carnegie Mellon University.
Papers
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Combining Deep Reinforcement Learning with Rule-based Constraints for Safe Highway Driving
TL;DR: Wang et al. as discussed by the authors presented a powerful safe framework, which leverages the merits of both rule-based constraints and deep reinforcement learning (DRL) for safety assurance, and applied the deep Q-network algorithm to optimize the driving performance.
Journal ArticleDOI
Resource-Constrained Neural Architecture Search on Tabular Datasets
Chengrun Yang,Gabriel Bender,Hanxiao Liu,Pieter-Jan Kindermans,Madeleine Udell,Yifeng Lu,Quoc Le,Da Huang +7 more
TL;DR: It is argued that search spaces for tabular NAS pose considerable challenges for these existing reward-shaping methods, and a new reinforcement learning (RL) controller is proposed to address these challenges.
Posted Content
Combined Scaling for Zero-shot Transfer Learning
Hieu Pham,Zihang Dai,Golnaz Ghiasi,Hanxiao Liu,Adams Wei Yu,Minh-Thang Luong,Mingxing Tan,Quoc V. Le +7 more
TL;DR: This article proposed a combined scaling method called BASIC that achieves 85.7% top-1 zero-shot accuracy on the ImageNet ILSVRC-2012 validation set, surpassing the best-published zero shot models -CLIP and ALIGN by 9.3%.