Towards Generative Modeling of Urban Flow through Knowledge-enhanced Denoising Diffusion

Author:

Zhou Zhilun1ORCID,Ding Jingtao1ORCID,Liu Yu1ORCID,Jin Depeng1ORCID,Li Yong1ORCID

Affiliation:

1. Tsinghua University, Beijing, China

Publisher

ACM

Reference50 articles.

1. Juan Miguel Lopez Alcaraz and Nils Strodthoff . 2023. Diffusion-based Conditional ECG Generation with Structured State Space Models. arXiv preprint arXiv:2301.08227 ( 2023 ). Juan Miguel Lopez Alcaraz and Nils Strodthoff. 2023. Diffusion-based Conditional ECG Generation with Structured State Space Models. arXiv preprint arXiv:2301.08227 (2023).

2. Towards a generic benchmarking platform for origin–destination flows estimation/updating algorithms: Design, demonstration and validation

3. Ivana Balažević , Carl Allen , and Timothy M Hospedales . 2019 . Tucker: Tensor factorization for knowledge graph completion. arXiv preprint arXiv:1901.09590 (2019). Ivana Balažević, Carl Allen, and Timothy M Hospedales. 2019. Tucker: Tensor factorization for knowledge graph completion. arXiv preprint arXiv:1901.09590 (2019).

4. Hans Buehler , Blanka Horvath , Terry Lyons , Imanol Perez Arribas, and Ben Wood . 2020 . A data-driven market simulator for small data environments. arXiv preprint arXiv:2006.14498 (2020). Hans Buehler, Blanka Horvath, Terry Lyons, Imanol Perez Arribas, and Ben Wood. 2020. A data-driven market simulator for small data environments. arXiv preprint arXiv:2006.14498 (2020).

5. Cristóbal Esteban , Stephanie L Hyland , and Gunnar Rätsch . 2017. Real-valued (medical) time series generation with recurrent conditional gans. arXiv preprint arXiv:1706.02633 ( 2017 ). Cristóbal Esteban, Stephanie L Hyland, and Gunnar Rätsch. 2017. Real-valued (medical) time series generation with recurrent conditional gans. arXiv preprint arXiv:1706.02633 (2017).

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