Conference Accelerating Similarity Search for Elastic Measures: A Study and New Generalization of Lower Bounding Distances 2023 • Proceedings of the VLDB Endowment • 16(8):2019-2032 Paparrizos J, Wu K, Elmore A, Faloutsos C, Franklin MJ
Conference Automatic Table Union Search with Tabular Representation Learning 2023 • Proceedings of the conference. Association for Computational Linguistics. Meeting • 3786-3800 Hu X, Wang S, Qin X, Lei C, Shen Z, Faloutsos C, Katsifodimos A, Karypis G, Wen L, Yu PS
Journal Article Benefit-aware early prediction of health outcomes on multivariate EEG time series 2023 • Journal of Biomedical Informatics • 139: Shekhar S, Eswaran D, Hooi B, Elmer J, Faloutsos C, Akoglu L
Conference CALLMINE: Fraud Detection and Visualization of Million-Scale Call Graphs 2023 • International Conference on Information and Knowledge Management, Proceedings • 4509-4515 Cazzolato M, Vijayakumar S, Lee M-C, Vajiac C, Park N, Fidalgo P, Traina AJM, Faloutsos C
Conference Concept2Box: Joint Geometric Embeddings for Learning Two-View Knowledge Graphs 2023 • Proceedings of the conference. Association for Computational Linguistics. Meeting • 10105-10118 Huang Z, Wang D, Huang B, Zhang C, Shang J, Liang Y, Wang Z, Li X, Faloutsos C, Sun Y, Wang W
Preprint Concept2Box: Joint Geometric Embeddings for Learning Two-View Knowledge Graphs 2023 Huang Z, Wang D, Huang B, Zhang C, Shang J, Liang Y, Wang Z, Li X, Faloutsos C, Sun Y, Wang W
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 • 00:117-122 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 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
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 • 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
