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Hi there 👋

I am a final-year Ph.D. student in the Department of Computer Science at the University of Illinois at Urbana-Champaign.

🎇 I am interested in adapting/developing data mining and machine learning algorithms to/on graph data (i.e., non-IID, relational, non-grid, non-Euclidean data).

🤔 The real-world graph data can be (1) related to the temporal information (i.e., time-evolving topological structures, time-evolving node/graph features/labels, etc.) and (2) imperfect (i.e., missing features, scarce labels, hard-to-interpret, redundant, privacy-leaking, robustness-lacking, etc.).

😄 Hence, my research focuses on investigating (1) Natural Dynamics (e.g., leveraging spatial-temporal properties of graphs) and (2) Artificial Dynamics (e.g., augmenting and pruning graph components) in Graph Mining, Graph Representations, and Graph Neural Networks to achieve task performance upgrades in accuracy, efficiency, explanation, privacy, fairness, etc., and I am also keen on Graph Data Management and Graph Theory.

Dongqi Fu's Projects

cs228-notes icon cs228-notes

Course notes for CS228: Probabilistic Graphical Models.

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Lab assignments for Introduction to Data-Centric AI, MIT IAP 2023 👩🏽‍💻

disco icon disco

DISCO: Comprehensive and Explainable Disinformation Detection, CIKM 2022

dppin icon dppin

DPPIN: A Biological Repository of Dynamic Protein-Protein Interaction Network Data, IEEE BigData 2022

eveppr icon eveppr

Everything Evolves in Personalized PageRank, WWW' 2023

f-sega icon f-sega

Fairness-Aware Clique-Preserving Spectral Clustering of Temporal Graphs, WWW' 2023

freeml icon freeml

A List of Data Science/Machine Learning Resources (Mostly Free)

l-mega icon l-mega

Local Motif Clustering on Time-Evolving Graphs, KDD 2020

notetoday icon notetoday

Taking notes for some newly learned concepts, aperiodically update.

ppnp icon ppnp

PPNP & APPNP models from "Predict then Propagate: Graph Neural Networks meet Personalized PageRank" (ICLR 2019)

sdg icon sdg

SDG: A Simplified and Dynamic Graph Neural Network, SIGIR 2021

temp-gfsm icon temp-gfsm

Meta-Learned Metrics over Multi-Evolution Temporal Graphs, KDD' 2022

vane icon vane

A View-Adversarial Framework for Multi-View Network Embedding, CIKM' 2020

vcr-graphormer icon vcr-graphormer

VCR-Graphormer: A Mini-batch Graph Transformer via Virtual Connections, ICLR 2024

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