Publications
Decoding Global Preferences: Temporal and Cooperative Dependency Modeling in Multi-agent Preference-based Reinforcement Learning, AAAI 2024
Tianchen Zhu, Yue Qiu, Haoyi Zhou, Jianxin Li
[Paper][Code][BibTex]
Self-Paced Unified Representation Learning for Hierarchical Multi-Label Classification, AAAI 2024
Zixuan Yuan, Hao Liu, Haoyi Zhou, Denghui Zhang, Xiao Zhang, Hao Wang, Hui Xiong
[Paper][Code][BibTex]
LEVER: Online Adaptive Sequence Learning Framework for High-Frequency Trading, TKDE 2023
Zixuan Yuan, Junming Liu, Haoyi Zhou, Denghui Zhang, Hao Liu, Nengjun Zhu, Hui Xiong
[Paper][Code][BibTex]
Towards Long-delayed Sparsity: Learning a Better Transformer through Reward Redistribution, IJCAI 2023
Tianchen Zhu, Yue Qiu, Haoyi Zhou, Jianxin Li
Expanding the Prediction Capacity in Long Sequence Time-Series Forecasting, AIJ 2023
Haoyi Zhou, Jianxin Li, Shanghang Zhang, Shuai Zhang, Mengyi Yan, Hui Xiong
PhoGAD: Graph-Based Anomaly Behavior Detection with Persistent Homology Optimization, WSDM 2023
Ziqi Yuan, Haoyi Zhou, Tianyu Chen, Jianxin Li
[Paper][Code][BibTex]
BadRes: Reveal the Backdoors through Residual Connection, ICASSP 2023
Mingrui He, Tianyu Chen, Haoyi Zhou, Shanghang Zhang, Jianxin Li
CLDG: Contrastive Learning on Dynamic Graphs, ICDE 2023
Yiming Xu, Bin Shi, Teng Ma, Bo Dong, Haoyi Zhou, Qinghua Zheng
Jump Self-attention: Capturing High-order Statistics in Transformers, NeurIPS 2022
Haoyi Zhou, Siyang Xiao, Shanghang Zhang, Jieqi Peng, Shuai Zhang, Jianxin Li
AutoST: Towards the Universal Modeling of Spatio-temporal Sequences, NeurIPS 2022
Jianxin Li, Shuai Zhang, Hui Xiong, Haoyi Zhou
AIQoSer: Building the efficient Inference-QoS for AI Services, IEEE IWQoS 2022
Jianxin Li, Tianchen Zhu, Haoyi Zhou, Qingyun Sun, Chunyang Jiang, Shuai Zhang, Chunming Hu
THE-X: Privacy-Preserving Transformer Inference with Homomorphic Encryption, ACL Findings 2022
Tianyu Chen, Hangbo Bao, Shaohan Huang, Li Dong, Binxing Jiao, Daxin Jiang, Haoyi Zhou, Jianxin Li, Furu Wei
Learning Music Sequence Representation from Text Supervision, ICASSP 2022
Tianyu Chen, Yuan Xie, Shuai Zhang, Shaohan Huang, Haoyi Zhou, Jianxin Li
MTTrans: Cross-Domain Object Detection with Mean Teacher Transformer, ECCV 2022
Jinze Yu, Jiaming Liu, Xiaobao Wei, Haoyi Zhou, Yohei Nakata, Denis Gudovskiy, Tomoyuki Okuno, Jianxin Li, Kurt Keutzer, Shanghang Zhang
Informer: Beyond Efficient Transformer for Long Sequence Timer-series Forecasting, AAAI'2021
Haoyi Zhou, Shanghang Zhang, Jieqi Peng, Shuai Zhang, Jianxin Li, Hui Xiong, Wancai Zhang
Triplet Attention: Rethinking the Similarity in Transformers, KDD'2021
Haoyi Zhou, Shanghang Zhang, Jieqi Peng, Shuai Zhang, Jianxin Li
POLLA: Enhancing the Local Structure Awareness in Long Sequence Spatial-temporal Modeling, ACM TIST 2021
Haoyi Zhou, Hao Peng, Jieqi Peng, Shuai Zhang, Jianxin Li
MERITS: Medication Recommendation for Chronic Disease with Irregular Time-Series, ICDM'2021
Shuai Zhang, Jianxin Li, Haoyi Zhou, Qishan Zhu, Shanghang Zhang, Danding Wang
MtCut: A Multi-Task Framework for Ranked List Truncation, WSDM'2021
Dong Wang, Jianxin Li, Tianchen Zhu, Haoyi Zhou, Qishan Zhu, Yuxin Wen, Hongming Piao
RoSearch: Search for Robust Student Architectures When Distilling Pre-trained Language Models, arXiv 2021
Xin Guo, Jianlei Yang, Haoyi Zhou, Xucheng Ye, Jianxin Li
Osprey: A Fast and Accurate Patch Presence Test Framework for Binaries, Computer Communications 2021
Peiyuan Sun, Qiben Yan, Haoyi Zhou*, Jianxin Li
Differentially-private Federated Neural Architecture Search, arXiv 2020
Ishika Singh, Haoyi Zhou, Kunlin Yang, Meng Ding, Bill Lin, Pengtao Xie
A Bisubmodular Approach to Event Detection and Prediction in Multivariate Social Graphs, IEEE TCSS 2020
Shuai Zhang, Haoyi Zhou, Feng Chen, Jianxin Li
A Time-Sensitive Hybrid Learning Model for Patient Subgrouping, IJCNN'2018
Yingchun Zhang, Haoyi Zhou, Jianxin Li, Wanlu Sun, Yahong Chen
Improving the Generalization Performance of Multi-class SVM via Angular Regularization, IJCAI'2017
Jianxin Li, Haoyi Zhou, Pengtao Xie, Yingchun Zhang
Stacked Kernel Network, arXiv 2017
Shuai Zhang, Jianxin Li, Pengtao Xie, Yingchun Zhang, Minglai Shao, Haoyi Zhou, Mengyi Yan
A Large Margin Learning Method for Matching Images of Natural Objects with Different Dimensions, CVPREI 2016
Haoyi Zhou, Jun Zhou, Haichuan Yang, Cheng Yan, Xiao Bai and Yunlu Liu
Projects
NSFC, PI, Research on Long Sequence Forecasting for Industrial Big Data, 2022
Big data technology is widely applied in industrial digital transformation, and the growth in both the length and scale of sequence data raises the need for long sequence analysis. However, the traditional methods have severe long-term prediction failure and other problems. Based on the leading achievements in our proposed self-attention mechanism, this project plans to focus on the long sequence problems.
[Homepage][News][Sponsor]
NKRDP, PI, Sequence Data Processing Technology, 2022
Preserved.
[Homepage][News][Sponsor]
State-Grid, Co-PI, Supply Chain Construction and Value Mining, 2023
This research proposes a technical system for building and exploring the value of the green and intelligent supply chain. It systematically guides the transformation of enterprises along the chain toward a green and intelligent direction, providing vital support for the high-quality development of the electricity company.
[Homepage][News][Dataset][Sponsor]
Huawei, PI, Kit for Long Sequence Intelligent Computing, 2022
Preserved.
[Homepage][News][Dataset][Sponsor]
Huawei, Co-PI, AI Scientific Computing Software, 2022
Preserved.
[Homepage][News][Dataset][Sponsor]
CAAI-Huawei MindSpore Open Fund, PI, Research on Long Sequence Decision, 2022
This project focuses on the core scientific problem of "Long Sequence Prediction and Decision-making." With original innovation in self-attention mechanisms as its driving force, it distinguishes itself from the traditional approach of decomposing and solving local problems. By unlocking the modeling capabilities, activating collaborative abilities, and strengthening compositional skills, this project not only enhances the fundamental understanding of long sequence prediction but also yields practical insights through feedback and adjustments in real industrial application scenarios.
[Homepage][News][Dataset][Sponsor]
LibHunt. Top 22 Python time-series Projects (Ranked 4th), June 1, 2021
Topbots. Top Research Papers With Business Applications, April 12, 2021
TowardsDataScience. Adding the Informer Model to Flow Forecast, April 8, 2021
Qita. 時系列データTransformer論文3選を読んでみた, March 23, 2021
Synced & Medium. AAAI 2021 Best Papers Announced, Feb 4, 2021
将门创投. 从“鹦鹉”到“乌鸦”,AI的本质是探索通用智能的可能性, May 7, 2022
文汇报. 有「最好土壤」的上海,集聚AI「最牛尖子生」, July 12, 2021
澎湃新闻. 这场AI盛会中,后浪与前浪都在讨论什么?, July 12, 2021
解放日报. 数字化时代AI冲浪者,追求产业变革最优解, July 10, 2021
人民日报. 全球AI青年人才论坛:改变世界从改变产业做起, July 9, 2021
中国新闻网. AI青年科学家联盟“A班”朋友圈扩容:中国AI大有可为, July 9, 2021
科技日报. 让数据支撑抗议科学决策——记北航新冠疫情大数据分析团队, June 6, 2020