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# Your details.
name = "Jingwei ZUO"
role = "Researcher"
role = "Senior Researcher"

# Organizations/Affiliations.
# Separate multiple entries with a comma, using the form: `[ {name="Org1", url=""}, {name="Org2", url=""} ]`.
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url = "#services"
weight = 4

[[menu.main]]
name = "Projects"
url = "#projects"
weight = 5
#[[menu.main]]
# name = "Projects"
# url = "#projects"
# weight = 5

[[menu.main]]
name = "Contact"
url = "#contact"
weight = 6
weight = 5

# Link to a PDF of your resume/CV from the menu.
# To enable, copy your resume/CV to `static/files/cv.pdf` and uncomment the lines below.
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# List your academic interests.
[interests]
interests = [
"Edge AI",
"Large Generative Models",
"Incremental Learning",
"Complex Data Mining",
"Machine Learning"
]
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# About Me

I am now a Researcher at [Technology Innovation Institute (TII)](https://www.tii.ae/). Before that, I obtained my Ph.D. at [University of Paris-Saclay](https://www.universite-paris-saclay.fr/en) in 2022, where I worked under the supervision of Prof. [Karine Zeitouni](https://pages.david.uvsq.fr/kzeitouni/) and Dr. Yehia Taher. I received my B.Sc degree in Optical & Electronic Information from [Huazhong University of Science & Technology](http://english.hust.edu.cn), China in 2015, and my M.Sc. degree in Data Science from [University of Paris-Saclay](https://www.universite-paris-saclay.fr/en), France in 2018, as well as an engineer degree in Computer Science from [Polytech Sorbonne](https://www.polytech.sorbonne-universite.fr/) & [Sorbonne Université](https://www.sorbonne-universite.fr/), France in 2017. My research interests are broadly in machine learning and complex data mining, particularly: *Edge AI*; *Large Generative Models*; *Temporal or/and Spatial data analysis*.

<span style="color:red">All kinds of collaborations are welcomed!</span> If you are interested, please contact me by email [[email protected]](mailto:[email protected]).
I am now a Senior Researcher at [Technology Innovation Institute (TII)](https://www.tii.ae/). Before that, I obtained my Ph.D. at [University of Paris-Saclay](https://www.universite-paris-saclay.fr/en) in 2022, where I worked under the supervision of Prof. [Karine Zeitouni](https://pages.david.uvsq.fr/kzeitouni/) and Dr. Yehia Taher. I received my B.Sc degree in Optical & Electronic Information from [Huazhong University of Science & Technology](http://english.hust.edu.cn), China in 2015, and my M.Sc. degree in Data Science from [University of Paris-Saclay](https://www.universite-paris-saclay.fr/en), France in 2018, as well as an engineer degree in Computer Science from [Polytech Sorbonne](https://www.polytech.sorbonne-universite.fr/) & [Sorbonne Université](https://www.sorbonne-universite.fr/), France in 2017. My current research interests are mainly in Large Language Models (LLMs), particularly: Large-scale pre-training; Emerging architectural designs beyond or in combination with Transformers.
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- (2024.02) One research paper is accepted by [PAKDD 2024](https://pakdd2024.org/) on *GNNs*, with application to *Label Graph Modeling on Human Activity Recognitions*, check our preprint [here](https://arxiv.org/pdf/2403.05557.pdf).
- (2024.01) One demo paper is accepted by [EDBT 2024](https://dastlab.github.io/edbticdt2024/) on *Personalized Privacy-Preserving Edge AI*, check our preprint [here](https://arxiv.org/pdf/2402.07180.pdf).
- (2023.09) The [PurpleAirSF](https://arxiv.org/pdf/2306.13948.pdf) dataset paper got accepted by [SIGSPATIAL 2023](https://sigspatial2023.sigspatial.org/), check the dataset [here](https://github.com/JingweiZuo/PurpleAirSF).
- (2023.08) Glad to receive the <span style="color:red">IEEE CIS “Industry Early Career” Travel Grant</span>, related to [DSAA 2023](https://conferences.sigappfr.org/dsaa2023/).
- (2023.07) Two papers got accepted by [DSAA 2023](https://conferences.sigappfr.org/dsaa2023/): one on *Edge AI* for [Incremental Human Activity Learning on the Edge](https://arxiv.org/pdf/2308.11691.pdf), another on *Spatio-temporal data analysis* for [Air Quality Forecasting with Expandable Graph Neural Networks](https://arxiv.org/pdf/2307.15916.pdf).
- (2023.06) We released [PurpleAirSF](https://github.com/JingweiZuo/PurpleAirSF), a Ready-to-Use Dataset for *Realistic Air Quality Forecasting*, check our preprint [here](https://arxiv.org/pdf/2306.13948.pdf).
- (2023.01) One paper is accepted by [EDBT 2023](http://edbticdt2023.cs.uoi.gr/?contents=main.html) on *Edge AI* for [handling the Catastrophic Forgetting issue in Incremental Edge Learning](https://openproceedings.org/2023/conf/edbt/3-paper-155.pdf), check our preprint [here](https://arxiv.org/pdf/2302.09310.pdf)!
- (2022.12) One journal paper is published in ***Data Mining and Knowledge Discovery (DMKD)*** on *Graph Neural Networks for Traffic Forecasting* (**open access**), see more details [here](https://link.springer.com/article/10.1007/s10618-022-00903-7).
- (2022.09) Excited to join [Technology Innovation Institute (TII)](tii.ae), UAE as a Researcher, working on Edge AI, Large Generative Models, and beyond.
- (2022.08) Thrilled to receive the <span style="color:red">Plateau de Saclay Doctoral Prize 2022</span> (accessit) from [University of Paris-Saclay](https://www.universite-paris-saclay.fr/en), France.
- (2022.07) One journal paper is accepted by ***GeoInformatica*** on *Micro-envicronment Learning from Rich Trajectories*, check our preprint [here](https://hal.science/hal-03803155v1/document), and published version [here](https://www.researchgate.net/publication/.363696724_Learning_the_micro-environment_from_rich_trajectories_in_the_context_of_mobile_crowd_sensing).
- (2022.05) I successully defend my PhD at [University of Paris-Saclay](https://www.universite-paris-saclay.fr/en), France. Here are the [slides](../publication/PhD_defense_JingweiZuo_slides.pdf) and my [thesis](https://theses.hal.science/tel-03722855/document). Thank you all!
- (2024.10) The technical report for Falcon Mamba 7B is released - check it [here](https://arxiv.org/pdf/2410.05355).
- (2024.08) Falcon Mamba 7B is released - the first strong attention-free 7B language model. Try it out in [HuggingFace](https://huggingface.co/tiiuae/falcon-mamba-7b), check the blogpost [here](https://huggingface.co/blog/falconmamba).
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# Exclude publications that are shown in the Selected Publications widget?
exclude_selected = false
+++
Journals:

- **J. Zuo**, K. Zeitouni, Y. Taher, S. G. Rodriguez: "[Graph Convolutional Networks for Traffic Forecasting with Missing Values](https://link.springer.com/article/10.1007/s10618-022-00903-7)", *Data Mining and Knowledge Discovery* (**DMKD'22**), Springer
- H. El Hafyani, M. Abboud, **J. Zuo**, K. Zeitouni and Y. Taher: "[Learning the Micro-environment from Rich Trajectories in the context of Mobile Crowd Sensing - Application to Air Quality Monitoring](https://link.springer.com/article/10.1007/s10707-022-00471-4)", **GeoInformatica**, Springer (2022). [preprint](https://www.researchgate.net/publication/363696724_Learning_the_micro-environment_from_rich_trajectories_in_the_context_of_mobile_crowd_sensing)

International Conferences & Workshops:

- **J. Zuo** and H. Hacid: "[Re-thinking Human Activity Recognition with Hierarchy-aware Label Relationship Modeling](https://arxiv.org/pdf/2403.05557.pdf)", *28th Pacific-Asia Conference on Knowledge Discovery and Data Mining* (***PAKDD'24***).
- **J. Zuo**, G. Arvanitakis, M. Ndhlovu and H. Hacid: "[MAGNETO: Edge AI for Human Activity Recognition - Privacy and Personalization](https://arxiv.org/pdf/2402.07180.pdf)", *27th International Conference on Extending Database Technology* (***EDBT'24***), Paestum, Italy, 2024.
- **J. Zuo**, W. Li, M. Baldo and H. Hacid: "[Unleashing Realistic Air Quality Forecasting: Introducing the Ready-to-Use PurpleAirSF Dataset](https://dl.acm.org/doi/10.1145/3589132.3625575)", ***ACM SIGSPATIAL'23***, Hamburg, Germany. [preprint](https://arxiv.org/pdf/2306.13948.pdf), [dataset](https://github.com/JingweiZuo/PurpleAirSF).
- G. Arvanitakis, **J. Zuo**, M. Ndhlovu and H. Hacid: "[Practical Insights on Incremental Learning of New Human Physical Activity on the Edge](https://ieeexplore.ieee.org/document/10302601/)", ***IEEE DSAA'23***, Thessaloniki, Greece, 2023. [preprint](https://arxiv.org/pdf/2308.11691.pdf)
- **J. Zuo**, W. Li, M. Baldo and H. Hacid: "[Opportunistic Air Quality Monitoring and Forecasting with Expandable Graph Neural Networks](https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=10302476)", ***IEEE DSAA'23***, Thessaloniki, Greece, 2023. [preprint](https://arxiv.org/pdf/2307.15916.pdf)
- **J. Zuo**, G. Arvanitakis and H. Hacid: "[On Handling Catastrophic Forgetting for Incremental Learning of Human Physical Activity on the Edge](https://openproceedings.org/2023/conf/edbt/3-paper-155.pdf)", *26th International Conference on Extending Database Technology* (***EDBT'23***), Ioannina, Greece, 2023.
- **J. Zuo**, K. Zeitouni and Y. Taher: "[SMATE: Semi-Supervised Spatio-Temporal Representation Learning on Multivariate Time Series](https://ieeexplore.ieee.org/document/9679137)", *2021 IEEE International Conference on Data Mining* (***ICDM'21***). [preprint](https://arxiv.org/pdf/2110.00578v2.pdf), [full version](../publication/SMATE_ICDM2021.pdf), [code](https://github.com/JingweiZuo/SMATE), [slides](../publication/SMATE_ICDM21_slides.pdf)
- H. El Hafyani, M. Abboud, **J. Zuo**, K. Zeitouni and Y. Taher: "[Tell Me What Air You Breath, I Tell You Where You Are](https://dl.acm.org/doi/10.1145/3469830.3470914)", (demo) *2021 International Symposium on Spatial and Temporal Databases* (***SSTD'21***)
- M. Abboud, H. El Hafyani, **J. Zuo**, K. Zeitouni and Y. Taher: "[Micro-environment Recognition in the context of Environmental Crowdsensing](http://ceur-ws.org/Vol-2841/BMDA_9.pdf)", in *Big Mobility Data Analytics with EDBT 2021 (BMDA'21)*
- **J. Zuo**, K. Zeitouni and Y. Taher: "[Incremental and Adaptive Feature Exploration over Time Series Stream](https://ieeexplore.ieee.org/document/9005660)". (regular paper) *2019 IEEE International Conference on Big Data* (***BigData'19***), Los Angeles, CA, USA, 2019. [preprint](../publication/ISMAP_BigData2019.pdf), [code](https://github.com/JingweiZuo/TSStreamMining), [slides](../publication/ISMAP_BigData19_slides.pdf)
- **J. Zuo**, K. Zeitouni and Y. Taher: "[ISETS: Incremental Shapelet Extraction from Time Series Stream](https://link.springer.com/chapter/10.1007/978-3-030-46133-1_53)",(demo) *2019 European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases* (***ECML-PKDD’19***), Würzburg, Germany, 2019. [poster](../publication/PKDD_Poster19.pdf), [preprint](../publication/ECML_PKDD2019.pdf), [code](https://github.com/JingweiZuo/ISETS)
- **J. Zuo**, K. Zeitouni and Y. Taher. "[Exploring Interpretable Features for Large Time Series with SE4TeC](https://openproceedings.org/2019/conf/edbt/EDBT19_paper_353.pdf)", (demo) *22nd International Conference on Extending Database Technology* (***EDBT'19***), Lisbon, Portugal, 2019. [poster](../publication/EDBT2019_poster.pdf), [code](https://github.com/JingweiZuo/SE4TeC)

National Conference:

- **J. Zuo**, K. Zeitouni and Y. Taher. "[Time Series meet Data Streams: Perspectives of the
Interdisciplinary Collision and Applications](../publication/BDA2019.pdf)", *PhD symposium*, *35ème Conférence sur la Gestion de Données – Principes, Technologies et Applications (BDA'19)*, Lyon, France, 2019.
Preprint:

- **J. Zuo**, M. Velikanov, D. Eddine Rhaiem, I. Chahed, Y. Belkada, G. Kunsch and H. Hacid: "[Falcon Mamba: The First Competitive Attention-free 7B Language Model](https://arxiv.org/pdf/2410.05355)", arXiv'24

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