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Edge: Enriching Knowledge Graph Embeddings with External Text


Apr 11, 2021
Saed Rezayi, Handong Zhao, Sungchul Kim, Ryan A. Rossi, Nedim Lipka, Sheng Li

* Accepted in NAACL'21 

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Learning Emergent Discrete Message Communication for Cooperative Reinforcement Learning


Feb 24, 2021
Sheng Li, Yutai Zhou, Ross Allen, Mykel J. Kochenderfer


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Searching for Fast Model Families on Datacenter Accelerators


Feb 10, 2021
Sheng Li, Mingxing Tan, Ruoming Pang, Andrew Li, Liqun Cheng, Quoc Le, Norman P. Jouppi


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Co-embedding of Nodes and Edges with Graph Neural Networks


Oct 25, 2020
Xiaodong Jiang, Ronghang Zhu, Pengsheng Ji, Sheng Li

* This manuscript has been accepted by the IEEE Transactions on Pattern Analysis and Machine Intelligence 

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Matching in Selective and Balanced Representation Space for Treatment Effects Estimation


Sep 15, 2020
Zhixuan Chu, Stephen L. Rathbun, Sheng Li

* Proceedings of the 29th ACM International Conference on Information and Knowledge Management (CIKM '20) 

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Collaborative Attention Mechanism for Multi-View Action Recognition


Sep 14, 2020
Yue Bai, Zhiqiang Tao, Lichen Wang, Sheng Li, Yu Yin, Yun Fu


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Deep Implicit Coordination Graphs for Multi-agent Reinforcement Learning


Jun 19, 2020
Sheng Li, Jayesh K. Gupta, Peter Morales, Ross Allen, Mykel J. Kochenderfer


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Stereotype-Free Classification of Fictitious Faces


Apr 29, 2020
Mohammadhossein Toutiaee, Soheyla Amirian, John A. Miller, Sheng Li


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SegVoxelNet: Exploring Semantic Context and Depth-aware Features for 3D Vehicle Detection from Point Cloud


Feb 13, 2020
Hongwei Yi, Shaoshuai Shi, Mingyu Ding, Jiankai Sun, Kui Xu, Hui Zhou, Zhe Wang, Sheng Li, Guoping Wang

* Accepted by ICRA2020 

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A Survey on Causal Inference


Feb 05, 2020
Liuyi Yao, Zhixuan Chu, Sheng Li, Yaliang Li, Jing Gao, Aidong Zhang


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Deep progressive multi-scale attention for acoustic event classification


Dec 27, 2019
Xugang Lu, Peng Shen, Sheng Li, Yu Tsao, Hisashi Kawai


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Learning Hybrid Representation by Robust Dictionary Learning in Factorized Compressed Space


Dec 26, 2019
Jiahuan Ren, Zhao Zhang, Sheng Li, Yang Wang, Guangcan Liu, Shuicheng Yan, Meng Wang

* Accepted by IEEE TIP 

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Optimizing Collision Avoidance in Dense Airspace using Deep Reinforcement Learning


Dec 20, 2019
Sheng Li, Maxim Egorov, Mykel Kochenderfer

* Thirteenth USA/Europe Air Traffic Management Research and Development Seminar 

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Multi-View Time Series Classification via Global-Local Correlative Channel-Aware Fusion Mechanism


Nov 24, 2019
Yue Bai, Lichen Wang, Zhiqiang Tao, Sheng Li, Yun Fu


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Flexible Auto-weighted Local-coordinate Concept Factorization: A Robust Framework for Unsupervised Clustering


Sep 02, 2019
Zhao Zhang, Yan Zhang, Sheng Li, Guangcan Liu, Dan Zeng, Shuicheng Yan, Meng Wang

* Accepted by IEEE Transactions on Knowledge and Data Engineering (IEEE TKDE) 

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Adaptive Structure-constrained Robust Latent Low-Rank Coding for Image Recovery


Aug 22, 2019
Zhao Zhang, Lei Wang, Sheng Li, Yang Wang, Zheng Zhang, Zhengjun Zha, Meng Wang

* Accepted by ICDM 2019 as a regular paper 

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Robust Subspace Discovery by Block-diagonal Adaptive Locality-constrained Representation


Aug 04, 2019
Zhao Zhang, Jiahuan Ren, Sheng Li, Richang Hong, Zhengjun Zha, Meng Wang

* accepted by ACM Multimedia 2019 

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Scalable Block-Diagonal Locality-Constrained Projective Dictionary Learning


May 25, 2019
Zhao Zhang, Weiming Jiang, Zheng Zhang, Sheng Li, Guangcan Liu, Jie Qin

* Accepted at the 28th International Joint Conference on Artificial Intelligence(IJCAI 2019) 

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Robust Unsupervised Flexible Auto-weighted Local-Coordinate Concept Factorization for Image Clustering


May 25, 2019
Zhao Zhang, Yan Zhang, Sheng Li, Guangcan Liu, Meng Wang, Shuicheng Yan

* Accepted at the 44th IEEE International Conference on Acoustics, Speech, and Signal Processing(ICASSP 2019) 

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SADIH: Semantic-Aware DIscrete Hashing


Apr 16, 2019
Zheng Zhang, Guo-sen Xie, Yang Li, Sheng Li, Zi Huang

* Accepted by The Thirty-Third AAAI Conference on Artificial Intelligence (AAAI-19) 

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Fast Spatio-Temporal Residual Network for Video Super-Resolution


Apr 05, 2019
Sheng Li, Fengxiang He, Bo Du, Lefei Zhang, Yonghao Xu, Dacheng Tao

* To appear in CVPR 2019 

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Scene Graph Generation with External Knowledge and Image Reconstruction


Apr 01, 2019
Jiuxiang Gu, Handong Zhao, Zhe Lin, Sheng Li, Jianfei Cai, Mingyang Ling

* 10 pages, 5 figures, Accepted in CVPR 2019 

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Supervised Transfer Learning for Product Information Question Answering


Jan 08, 2019
Tuan Manh Lai, Trung Bui, Nedim Lipka, Sheng Li

* 2018 17th IEEE International Conference on Machine Learning and Applications 

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X-GANs: Image Reconstruction Made Easy for Extreme Cases


Aug 06, 2018
Longfei Liu, Sheng Li, Yisong Chen, Guoping Wang

* 9 pages, 12 figures 

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A Multi-task Learning Approach for Improving Product Title Compression with User Search Log Data


Jan 05, 2018
Jingang Wang, Junfeng Tian, Long Qiu, Sheng Li, Jun Lang, Luo Si, Man Lan

* 8 Pages, accepted at AAAI 2018 

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Enabling Sparse Winograd Convolution by Native Pruning


Oct 13, 2017
Sheng Li, Jongsoo Park, Ping Tak Peter Tang

* 10 pages, 2 figures 

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Faster CNNs with Direct Sparse Convolutions and Guided Pruning


Jul 28, 2017
Jongsoo Park, Sheng Li, Wei Wen, Ping Tak Peter Tang, Hai Li, Yiran Chen, Pradeep Dubey

* 12 pages, 5 figures 

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Parallelizing Word2Vec in Multi-Core and Many-Core Architectures


Dec 23, 2016
Shihao Ji, Nadathur Satish, Sheng Li, Pradeep Dubey

* NIPS Workshop on Efficient Methods for Deep Neural Networks (2016) 

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Parallelizing Word2Vec in Shared and Distributed Memory


Aug 08, 2016
Shihao Ji, Nadathur Satish, Sheng Li, Pradeep Dubey

* Added more results 

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