Projects per year
Personal profile
Research interests
Yuan-Fang Li (李元放) is an Associate Professor in the Department of Data Science & Artificial Intelligence (DS+AI), Faculty of Information Technology, Monash University. He is also the Associate Dean International of the Faculty.
Yuan-Fang's research interests include knowledge graphs, natural language processing, multimodality, and representation learning (embedding) of networks/graphs. Some of the research problems he works on include:
- Complex question answering over text and knowledge graphs.
- Knowledge extraction from other modalities: e.g. event/relation extraction from text and scene graph generation from images.
- Structural & temporal learning on graphs.
- Question generation from text & knowledge graphs.
Related Links:
- More information can be found at Yuan-Fang's personal homepage.
Monash teaching commitment
Yuan-Fang has experience as the Chief Examiner for the following units in the Faculty of IT:
- FIT4002 Software engineering studio project
- FIT4004/FIT5171 System validation and verification, quality and standards
- FIT5138 Advanced Software Engineering
- FIT3013 Formal specification for software engineering
- FIT4008 Reading unit
- Minor thesis, Masters thesis and Honours thesis units
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
Education/Academic qualification
Computer Science, Doctor of Philosophy, National University of Singapore
Award Date: 18 Dec 2006
Computer Science, Bachelor of Computing (Honours), National University of Singapore
Award Date: 7 Aug 2002
Research area keywords
- Knowledge Graphs
- Natural Language Processing
- Knowledge Representation
- Ontologies
- Semantic Web
Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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HARNESS: Hierarchical Abstractions and Reasoning for Neuro-Symbolic Systems
Rezatofighi, H., Garcia De La Banda Garcia, M., Li, Y., Stuckey, P., Gasevic, D., Gutierrez, J., Qu, L., Ignatiev , A., Swiecki, Z., Vered, M., Chen, G., Haffari, R. & Say, B.
20/06/23 → 20/02/27
Project: Research
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Large-scale multimodal knowledge management: From organization and user modeling to fast contextual presentation
Gasevic, D., Swiecki, Z., Li, Y., Haffari, R., Hayat, M., Chen, G., Tsai, Y., Do, T., Zhuang, B. & Wang, T.
2/09/22 → 1/09/25
Project: Research
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RACE for 2030: Reliable Affordable Clean Energy for 2030 Cooperative Research Centre (RACE for 2030 CRC)
Beins, D., Bahrani, B., Leroux, A., Kraal, D., Razzaghi, R., Strengers, Y., Goodwin, S., Pink, S., Rudolph, C., Raven, R., Bergmeir, C., Saunderson, J., Leslie, G., Gangadharan, L., Islam, A., Wang, L. C., Ward, M., Xiao, E., Wallace, M., Tack, G., Stuckey, P., Li, Y., Pan, S., de Nijs, F., Buckingham, E., Denis-Ryan, A., Ens, B., Dargaville, R., Chang, X., Yu, J., White, S., Zlatanov, N., Hyndman, R., Panagiotelis, A. & Athanasopoulos, G.
1/07/20 → 30/06/31
Project: Research
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Intelligent process control based on large-scale data mining and deep reinforcement learning
Li, Y., Pan, S. & Chang, X.
Metso Outotec Oy, Outotec Pty Ltd
1/07/20 → 30/06/23
Project: Research
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Co-designing a knowledge management tool for educator communities of practice
Fernández-Nieto, G. M., Swiecki, Z., Tsai, Y. S., Sha, L., Wei, Y., Wen, J., Li, Y., Jin, Y., Feraud, I. S., Li, Y. F., Wang, W., Chen, G. & Gasevic, D., 1 Jul 2024, Proceedings of the 2024 ACM Designing Interactive Systems Conference. Fritsch, J., Alaoui, S. F. & Le Dantec, C. A. (eds.). New York NY USA: Association for Computing Machinery (ACM), p. 1970-1990 21 p.Research output: Chapter in Book/Report/Conference proceeding › Conference Paper › Research › peer-review
Open AccessFile -
Generating Faithful and Salient Text from Multimodal Data
Hashem, T., Wang, W., Wijaya, D. T., Ali, E. & Li, Y-F., 2024, INLG 2024, The 17th International Natural Language Generation Conference, Proceedings of the Conference. Chen, C-C. (ed.). Stroudsburg PA USA: Association for Computational Linguistics (ACL), p. 646–662 17 p.Research output: Chapter in Book/Report/Conference proceeding › Conference Paper › Research › peer-review
Open Access -
Syntax-aware on-the-fly code completion
Takerngsaksiri, W., Tantithamthavorn, C. & Li, Y. F., Jan 2024, In: Information and Software Technology. 165, 15 p., 107336.Research output: Contribution to journal › Article › Research › peer-review
Open AccessFile6 Citations (Scopus) -
Toward Graph Self-Supervised Learning With Contrastive Adjusted Zooming
Zheng, Y., Jin, M., Pan, S., Li, Y-F., Peng, H., Li, M. & Li, Z., Jul 2024, In: IEEE Transactions on Neural Networks and Learning Systems. 35, 7, p. 8882-8896 15 p.Research output: Contribution to journal › Article › Research › peer-review
9 Citations (Scopus) -
CrossSum: Beyond English-centric cross-lingual summarization for 1,500+ language pairs
Bhattacharjee, A., Hasan, T., Ahmad, W. U., Li, Y. F., Kang, Y-B. & Shahriyar, R., 2023, The 61st Conference of the the Association for Computational Linguistics, Proceedings of the Conference, Volume 1: Long Papers. Rogers, A., Boyd-Graber, J. & Okazaki, N. (eds.). Stroudsburg PA USA: Association for Computational Linguistics (ACL), p. 2541-2564 24 p. (Proceedings of the Annual Meeting of the Association for Computational Linguistics; vol. 1).Research output: Chapter in Book/Report/Conference proceeding › Conference Paper › Research › peer-review
Open AccessFile26 Citations (Scopus)
Prizes
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Best Student Paper Award
Li, Yuan-Fang (Recipient), Jan 2020
Prize: Prize (including medals and awards)
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Activities
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World Wide Web (Journal)
Yuan-Fang Li (Peer reviewer)
2020 → …Activity: Publication peer-review and editorial work types › Peer review responsibility
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Information Sciences (Journal)
Yuan-Fang Li (Peer reviewer)
2020Activity: Publication peer-review and editorial work types › Peer review responsibility
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Big Data Research (Journal)
Yuan-Fang Li (Editorial board member)
2019 → …Activity: Publication peer-review and editorial work types › Editorial responsibility
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Neurocomputing (Journal)
Yuan-Fang Li (Peer reviewer)
2019 → …Activity: Publication peer-review and editorial work types › Peer review responsibility
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Pattern Recognition (Journal)
Yuan-Fang Li (Peer reviewer)
2019 → …Activity: Publication peer-review and editorial work types › Peer review responsibility
Press/Media
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Healthcare efficiency: AI technology to reduce hospital readmissions
Bhagya Hettige, Teresa Wang, Yuan-Fang Li & Wray Buntine
11/05/20
1 item of Media coverage
Press/Media: Article/Feature