Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting

Haoyi Zhou, Shanghang Zhang, Jieqi Peng, +4

Proceedings of the AAAI Conference on Artificial Intelligence

Structured PredictionForecasting MethodologyProbabilistic ForecastingPrediction CapacityMachine Learning +13

Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting

Haoyi Zhou, Shanghang Zhang, Jieqi Peng, +4

arXiv (Cornell University)

Structured PredictionForecasting MethodologyEngineeringMachine LearningRecurrent Neural Network +14

Expanding the prediction capacity in long sequence time-series forecasting

Haoyi Zhou, Jianxin Li, Shanghang Zhang, +3

Artificial Intelligence

Forecasting MethodologyProbabilistic ForecastingPrediction CapacityMachine LearningData Science +4

THE-X: Privacy-Preserving Transformer Inference with Homomorphic Encryption

Tianyu Chen, Hangbo Bao, Shaohan Huang, +6

Findings of the Association for Computational Linguistics: ACL 2022

A lightweight multi-layer perceptron for efficient multivariate time series forecasting

Zhenghong Wang, Sijie Ruan, Tianqiang Huang, +6

Knowledge-Based Systems

Forecasting MethodologyProbabilistic ForecastingEngineeringMachine LearningData Science +7

Colorectal cancer lymph node metastasis prediction with weakly supervised transformer-based multi-instance learning

Luxin Tan, Huan Li, Jinze Yu, +5

Medical & Biological Engineering & Computing

Differentially-private Federated Neural Architecture Search

Ishika Singh, Haoyi Zhou, Kun‐Lin Yang, +3

Artificial IntelligenceHardware SecurityPrivacy ProtectionEngineeringMachine Learning +13

CLDG: Contrastive Learning on Dynamic Graphs

Yiming Xu, Bin Shi, Teng Ma, +3

Practical synthesis of quinolone drugs <i>via</i> a novel TsCl-mediated domino reaction sequence

Jie Lei, Yong Ding, Haoyi Zhou, +6

Green Chemistry

Quinolone DrugsEngineeringAvailable Chromone-3-carboxaldehydesOrganic ChemistryAntimicrobial Chemotherapy +14

Osprey: A fast and accurate patch presence test framework for binaries

Peiyuan Sun, Qiben Yan, Haoyi Zhou, +1

Computer Communications

Software MaintenanceEngineeringRuntime VerificationOs-level VirtualizationProgram Analysis +10