PromptST: Prompt-Enhanced Spatio-Temporal Multi-Attribute Prediction

Author:

Zhang Zijian1ORCID,Zhao Xiangyu2ORCID,Liu Qidong3ORCID,Zhang Chunxu4ORCID,Ma Qian2ORCID,Wang Wanyu2ORCID,Zhao Hongwei4ORCID,Wang Yiqi5ORCID,Liu Zitao6ORCID

Affiliation:

1. Jilin University & City University of Hong Kong, Changchun, China

2. City University of Hong Kong, Hong Kong, Hong Kong

3. Xi'an Jiaotong University & City University of Hong Kong, Xi'an, China

4. Jilin University, Changchun, China

5. Michigan State University, East Lansing, MI, USA

6. Jinan University, Guangzhou, China

Funder

CityU - HKIDS Early Career Research Grant

Natural Science Foundation of Jilin Province

Key Laboratory of Smart Education of Guangdong Higher Education Institutes, Jinan University

Tencent

Kuaishou

Fundamental Research Funds for the Central Universities, JLU

Provincial Science and Technology Innovation Special Fund Project of Jilin Province

APRC - CityU New Research Initiatives

Huawei Technologies

Hong Kong ITC Innovation and Technology Fund Midstream Research Programme for Universities Project

National Key R&D Program of China

Ant Group

SIRG - CityU Strategic Interdisciplinary Research Grant

Publisher

ACM

Reference59 articles.

1. Muppet: Massive Multi-task Representations with Pre-Finetuning

2. Jimmy Lei Ba , Jamie Ryan Kiros, and Geoffrey E Hinton . 2016 . Layer normalization. arXiv preprint arXiv:1607.06450 (2016). Jimmy Lei Ba, Jamie Ryan Kiros, and Geoffrey E Hinton. 2016. Layer normalization. arXiv preprint arXiv:1607.06450 (2016).

3. Tom Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared D Kaplan Prafulla Dhariwal Arvind Neelakantan Pranav Shyam Girish Sastry Amanda Askell etal 2020a. Language models are few-shot learners. Advances in neural information processing systems Vol. 33 (2020) 1877--1901. Tom Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared D Kaplan Prafulla Dhariwal Arvind Neelakantan Pranav Shyam Girish Sastry Amanda Askell et al. 2020a. Language models are few-shot learners. Advances in neural information processing systems Vol. 33 (2020) 1877--1901.

4. Tom Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared D Kaplan Prafulla Dhariwal Arvind Neelakantan Pranav Shyam Girish Sastry Amanda Askell etal 2020b. Language models are few-shot learners. Advances in neural information processing systems Vol. 33 (2020) 1877--1901. Tom Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared D Kaplan Prafulla Dhariwal Arvind Neelakantan Pranav Shyam Girish Sastry Amanda Askell et al. 2020b. Language models are few-shot learners. Advances in neural information processing systems Vol. 33 (2020) 1877--1901.

5. Bike flow prediction with multi-graph convolutional networks

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