no code implementations • EMNLP (intexsempar) 2020 • Saptarashmi Bandyopadhyay, Tianyang Zhao
Generation of natural language responses to the queries of structured language like SQL is very challenging as it requires generalization to new domains and the ability to answer ambiguous queries among other issues.
no code implementations • CCL 2020 • Tianyang Zhao, Zhao Yan, Yunbo Cao, Zhoujun Li
Joint entity and relation extraction has received increasing interests recently, due to the capability of utilizing the interactions between both steps.
1 code implementation • CVPR 2021 • Bo Pang, Tianyang Zhao, Xu Xie, Ying Nian Wu
Sampling from or optimizing the learned LB-EBM yields a belief vector which is used to make a path plan, which then in turn helps to predict a long-range trajectory.
1 code implementation • IJCAI 2020 • Tianyang Zhao, Zhao Yan, Yunbo Cao, Zhoujun Li
Then, we propose to predict a subset of potential relations and filter out irrelevant ones to generate questions effectively.
Ranked #1 on Relation Extraction on ACE 2005 (Sentence Encoder metric)
no code implementations • 6 Nov 2019 • Shuhan Yao, Jiuxiang Gu, Peng Wang, Tianyang Zhao, Huajun Zhang, Xiaochuan Liu
Mobile energy storage systems (MESSs) provide mobility and flexibility to enhance distribution system resilience.
no code implementations • 10 Apr 2019 • Yifei Xu, Jianwen Xie, Tianyang Zhao, Chris Baker, Yibiao Zhao, Ying Nian Wu
The problem of continuous inverse optimal control (over finite time horizon) is to learn the unknown cost function over the sequence of continuous control variables from expert demonstrations.
1 code implementation • CVPR 2019 • Tianyang Zhao, Yifei Xu, Mathew Monfort, Wongun Choi, Chris Baker, Yibiao Zhao, Yizhou Wang, Ying Nian Wu
Specifically, the model encodes multiple agents' past trajectories and the scene context into a Multi-Agent Tensor, then applies convolutional fusion to capture multiagent interactions while retaining the spatial structure of agents and the scene context.
no code implementations • 27 Sep 2018 • Tianyang Zhao, Xiaoxuan Ma, Honglin Ma, Yizhou Wang
Generating polyphonic music with coherent global structure is a major challenge for automatic composition algorithms.