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): 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
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 Coarse-to-Fine Sparse Sequential Recommendation 2022 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
Preprint Less is More: SlimG for Accurate, Robust, and Interpretable Graph Mining 2022 Yoo J, Lee M-C, Shekhar S, Faloutsos C
Preprint MetaGL: Evaluation-Free Selection of Graph Learning Models via Meta-Learning 2022 Park N, Rossi R, Ahmed N, Faloutsos C
Preprint NetEffect: Discovery and Exploitation of Generalized Network Effects 2022 Lee M-C, Shekhar S, Yoo J, Faloutsos C
Conference Nimble GNN Embedding with Tensor-Train Decomposition 2022 • Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining • 2327-2335 Yin C, Zheng D, Nisa I, Faloutsos C, Karypis G, Vuduc R
Preprint OA-Mine: Open-World Attribute Mining for E-Commerce Products with Weak Supervision 2022 Zhang X, Zhang C, Li X, Dong XL, Shang J, Faloutsos C, Han J
Conference OA-Mine: Open-World Attribute Mining for E-Commerce Products with Weak Supervision 2022 • WWW 2022 - Proceedings of the ACM Web Conference 2022 • 3153-3161 Zhang X, Zhang C, Li X, Dong XL, Shang J, Faloutsos C, Han J
Journal Article Real-Time Anomaly Detection in Edge Streams 2022 • ACM Transactions on Knowledge Discovery from Data • 16(4):1-22 Bhatia S, Liu R, Hooi B, Yoon M, Shin K, Faloutsos C
Preprint ScatterSample: Diversified Label Sampling for Data Efficient Graph Neural Network Learning 2022 Dai Z, Ioannidis V, Adeshina S, Jost Z, Faloutsos C, Karypis G
Conference ScatterSample: Diversified Label Sampling for Data Efficient Graph Neural Network Learning 2022 • Proceedings of Machine Learning Research • 198: Dai Z, Ioannidis V, Adeshina S, Jost Z, Faloutsos C, Karypis G
