Two Hour Tutorials

Algorithmic Fairness on Graphs: State-of-the-Art and Open Challenges

Organizers and Presenters

Jian Kang (University of Illinois at Urbana-Champaign), Hanghang Tong (University of Illinois at Urbana-Champaign)

Augmentation Methods for Graph Learning

Organizers and Presenters

Tong Zhao (Snap Inc), Kaize Ding (Arizona State University), Wei Jin (Michigan State University), Neil Shah (Snap Inc.), Gang Liu (University of Notre Dame), Meng Jiang (University of Notre Dame)

Continual Graph Learning

Organizers and Presenters

Xikun Zhang (The University of Sydney), Dongjin Song (University of Connecticut), Yushan Jiang (University of Connecticut), Zijie Pan (University of Connecticut), Dacheng Tao (The University of Sydney)

Contrastive Learning: A Heterogeneous Perspective

Organizers and Presenters

Lecheng Zheng (University of Illinois Urbana-Champaign), Jingrui He (University of Illinois Urbana-Champaign)

Data-Efficient Graph Learning

Organizers and Presenters

Kaize Ding (Arizona State University), Jundong Li (University of Virginia), Chuxu Zhang (Brandeis University), Jie Tang (Tsinghua University), Huan Liu (Arizona State University)

Deep Learning with Nontrivial Constraints

Organizers and Presenters

Buyun Liang (University of Minnesota Twin Cities), Ryan de Vera (University of Minnesota Twin Cities), Tim Mitchell (Queens College, City University of New York), Ju Sun (University of Minnesota Twin Cities), Hengyue Liang (University of Minnesota Twin Cities), Ying Cui (University of Minnesota Twin Cities)

How to Design a Fair Data Mining System: Navigating the Trade-Offs

Organizers and Presenters

James Foulds (University of Maryland, Baltimore County), Shimei Pan (University of Maryland, Baltimore County)

Tackling Climate Change with Machine Learning: Opportunities, Challenges, and Considerations

Organizers and Presenters

Hari Prasanna Das (UC Berkeley), Utkarsha Agwan (UC Berkeley), Priya L. Donti (Climate Change AI), David Rolnick (McGill, Mila), Lynn H. Kaack (Hertie School)

When Mining Healthcare Data Meets AI Ethics: Towards Privacy-preservation, Fairness and Trustworthy

Organizers and Presenters

Guodong Long (University of Technology Sydney), Lina Yao (CSIRO`s Data61), Weitong Chen (University of Adelaide), Miao Xu (University of Queensland), Sen Wang (University of Queensland)