Conference GLEMOS: Benchmark for Instantaneous Graph Learning Model Selection 2023 • Advances in Neural Information Processing Systems Park N, Rossi R, Wang X, Simoulin A, Ahmed N, Faloutsos C
Conference Less is More: SLIMG for Accurate, Robust, and Interpretable Graph Mining 2023 • KDD : proceedings / International Conference on Knowledge Discovery & Data Mining. International Conference on Knowledge Discovery & Data Mining • 3128-3139 Yoo J, Lee M-C, Shekhar S, Faloutsos C
Conference METAGL: EVALUATION-FREE SELECTION OF GRAPH LEARNING MODELS VIA META-LEARNING 2023 • 11th International Conference on Learning Representations Iclr 2023 Park N, Rossi R, Ahmed N, Faloutsos C
Preprint Mixed-Type Tabular Data Synthesis with Score-based Diffusion in Latent Space 2023 Zhang H, Zhang J, Srinivasan B, Shen Z, Qin X, Faloutsos C, Rangwala H, Karypis G
Preprint OrthoReg: Improving Graph-regularized MLPs via Orthogonality Regularization 2023 Zhang H, Wang S, Ioannidis VN, Adeshina S, Zhang J, Qin X, Faloutsos C, Zheng D, Karypis G, Yu PS
Preprint PaGE-Link: Path-based Graph Neural Network Explanation for Heterogeneous Link Prediction 2023 Zhang S, Zhang J, Song X, Adeshina S, Zheng D, Faloutsos C, Sun Y
Conference PaGE-Link: Path-based Graph Neural Network Explanation for Heterogeneous Link Prediction 2023 3784-3793 Zhang S, Zhang J, Song X, Adeshina S, Zheng D, Faloutsos C, Sun Y
Preprint TouchUp-G: Improving Feature Representation through Graph-Centric Finetuning 2023 Zhu J, Song X, Ioannidis VN, Koutra D, Faloutsos C
Preprint Train Your Own GNN Teacher: Graph-Aware Distillation on Textual Graphs 2023 Mavromatis C, Ioannidis VN, Wang S, Zheng D, Adeshina S, Ma J, Zhao H, Faloutsos C, Karypis G
Chapter Train Your Own GNN Teacher: Graph-Aware Distillation on Textual Graphs 2023 • Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) • 14171:157-173 Mavromatis C, Ioannidis VN, Wang S, Zheng D, Adeshina S, Ma J, Zhao H, Faloutsos C, Karypis G
Journal Article USNAP: fast unique dense region detection and its application to lung cancer 2023 • Bioinformatics • 39(8):btad477 Wong SWH, Pastrello C, Kotlyar M, Faloutsos C, Jurisica I
Preprint Which Examples to Annotate for In-Context Learning? Towards Effective and Efficient Selection 2023 Mavromatis C, Srinivasan B, Shen Z, Zhang J, Rangwala H, Faloutsos C, Karypis G
Conference <i>HeartSpot</i>: Privatized and Explainable Data Compression for Cardiomegaly Detection 2022 • 2022 IEEE-EMBS INTERNATIONAL CONFERENCE ON BIOMEDICAL AND HEALTH INFORMATICS (BHI) JOINTLY ORGANISED WITH THE IEEE-EMBS INTERNATIONAL CONFERENCE ON WEARABLE AND IMPLANTABLE BODY SENSOR NETWORKS (BSN'22) Johnson E, Mohan S, Gaudio A, Smailagic A, Faloutsos C, Campilho A
Journal Article Autonomous graph mining algorithm search with best performance trade-off 2022 • Knowledge and Information Systems • 64(6):1571-1602 Yoon M, Gervet T, Hooi B, Faloutsos C
Preprint CGC: Contrastive Graph Clustering for Community Detection and Tracking 2022 Park N, Rossi R, Koh E, Burhanuddin IA, Kim S, Du F, Ahmed N, Faloutsos C
Conference CGC: Contrastive Graph Clustering for Community Detection and Tracking 2022 • PROCEEDINGS OF THE ACM WEB CONFERENCE 2022 (WWW'22) • 1115-1126 Park N, Rossi R, Koh E, Burhanuddin IA, Kim S, Du F, Ahmed N, Faloutsos C
Preprint Coarse-to-Fine Sparse Sequential Recommendation 2022 Li J, Zhao T, Li J, Chan J, Faloutsos C, Karypis G, Pantel S-M, McAuley J
Conference Coarse-to-Fine Sparse Sequential Recommendation 2022 • PROCEEDINGS OF THE 45TH INTERNATIONAL ACM SIGIR CONFERENCE ON RESEARCH AND DEVELOPMENT IN INFORMATION RETRIEVAL (SIGIR '22) • 2082-2086 Li J, Zhao T, Li J, Chan J, Faloutsos C, Karypis G, Pantel S-M, McAuley J
Preprint ColdGuess: A General and Effective Relational Graph Convolutional Network to Tackle Cold Start Cases 2022 He B, Song X, Gao V, Faloutsos C
Conference DualCast: Friendship-Preference Co-evolution Forecasting for Attributed Networks 2022 • Proceedings of the 2022 SIAM International Conference on Data Mining Sdm 2022 • 46-54 Ito H, Faloutsos C
Journal Article Dynamic Graph-Based Anomaly Detection in the Electrical Grid 2022 • IEEE Transactions on Power Systems • 37(5):3408-3422 Li S, Pandey A, Hooi B, Faloutsos C, Pileggi L
Preprint EvoKG: Jointly Modeling Event Time and Network Structure for Reasoning over Temporal Knowledge Graphs 2022 Park N, Liu F, Mehta P, Cristofor D, Faloutsos C, Dong Y
Conference EvoKG: Jointly Modeling Event Time and Network Structure for Reasoning over Temporal Knowledge Graphs 2022 • WSDM'22: PROCEEDINGS OF THE FIFTEENTH ACM INTERNATIONAL CONFERENCE ON WEB SEARCH AND DATA MINING • 794-803 Park N, Liu F, Mehta P, Cristofor D, Faloutsos C, Dong Y
Preprint HeartSpot: Privatized and Explainable Data Compression for Cardiomegaly Detection 2022 Johnson E, Mohan S, Gaudio A, Smailagic A, Faloutsos C, Campilho A
