Journal Article DeltaShield: Information Theory for Human- Trafficking Detection 2023 • ACM Transactions on Knowledge Discovery from Data • 17(2): Vajiac C, Lee M-C, Kulshrestha A, Levy S, Park N, Olligschlaeger A, Jones C, Rabbany R, Faloutsos C
Conference Dynamic Graph-Based Anomaly Detection in the Electrical Grid 2023 • IEEE Power and Energy Society General Meeting Li S, Pandey A, Hooi B, Faloutsos C, Pileggi L
Journal Article ExplainFix: Explainable spatially fixed deep networks 2023 • Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery • 13(2): Gaudio A, Faloutsos C, Smailagic A, Costa P, Campilho A
Preprint ExplainFix: Explainable Spatially Fixed Deep Networks 2023 Gaudio A, Faloutsos C, Smailagic A, Costa P, Campilho A
Conference Exploratory Data Analysis in Electronic Health Records Graphs: Intuitive Features and Visualization Tools 2023 • Proceedings - IEEE Symposium on Computer-Based Medical Systems • 2023-June:117-122 Cazzolato MT, Gutierrez MA, Traina C, Faloutsos C, Traina AJM
Conference GLEMOS: Benchmark for Instantaneous Graph Learning Model Selection 2023 • Advances in Neural Information Processing Systems • 36: 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 • Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and 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
Conference PaGE-Link: Path-based Graph Neural Network Explanation for Heterogeneous Link Prediction 2023 • ACM Web Conference 2023 - Proceedings of the World Wide Web Conference, WWW 2023 • 3784-3793 Zhang S, Zhang J, Song X, Adeshina S, Zheng D, Faloutsos C, Sun Y
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
Journal Article TGRAPP: Anomaly Detection and Visualization of Large-Scale Call Graphs 2023 • Proceedings of the ... AAAI Conference on Artificial Intelligence. AAAI Conference on Artificial Intelligence • 37:16410-16412 Cazzolato MT, Vijayakumar S, Zheng X, Park N, Lee MC, Chau DH, Fidalgo P, Lages B, Traina AJM, Faloutsos C
Preprint TouchUp-G: Improving Feature Representation through Graph-Centric Finetuning 2023 Zhu J, Song X, Ioannidis VN, Koutra D, Faloutsos C
Journal Article TRAFFICVIS: Visualizing Organized Activity and Spatio-Temporal Patterns for Detecting and Labeling Human Trafficking 2023 • IEEE Transactions on Visualization and Computer Graphics • 29(1):53-62 Vajiac C, Chau DH, Olligschlaeger A, Mackenzie R, Nair P, Lee MC, Li Y, Park N, Rabbany R, Faloutsos C
Chapter Train Your Own GNN Teacher: Graph-Aware Distillation on Textual Graphs 2023 • Lecture Notes in Computer Science • 14171:157-173 Mavromatis C, Ioannidis VN, Wang S, Zheng D, Adeshina S, Ma J, Zhao H, Faloutsos C, Karypis G
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
Journal Article USNAP: fast unique dense region detection and its application to lung cancer 2023 • Bioinformatics • 39(8): 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
