Preprint McCatch: Scalable Microcluster Detection in Dimensional and Nondimensional Datasets 2024 Vinces BVS, Cordeiro RLF, Faloutsos C
Chapter NETEFFECT: Discovery and Exploitation of Generalized Network Effects 2024 • Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) • 14645:299-312 Lee M-C, Shekhar S, Yoo J, Faloutsos C
Conference NETEVOLVE: Social Network Forecasting using Multi-Agent Reinforcement Learning with Interpretable Features 2024 2542-2551 Miyake K, Ito H, Faloutsos C, Matsumoto H, Morishima A
Preprint NetInfoF Framework: Measuring and Exploiting Network Usable Information 2024 Lee M-C, Yu H, Zhang J, Ioannidis VN, Song X, Adeshina S, Zheng D, Faloutsos C
Conference NETINFOF FRAMEWORK: MEASURING AND EXPLOITING NETWORK USABLE INFORMATION 2024 • 12th International Conference on Learning Representations Iclr 2024 Lee MC, Yu H, Zhang J, Ioannidis VN, Song X, Adeshina S, Zheng D, Faloutsos C
Preprint OmniMatch: Effective Self-Supervised Any-Join Discovery in Tabular Data Repositories 2024 Koutras C, Zhang J, Qin X, Lei C, Ioannidis V, Faloutsos C, Karypis G, Katsifodimos A
Preprint OpenTab: Advancing Large Language Models as Open-domain Table Reasoners 2024 Kong K, Zhang J, Shen Z, Srinivasan B, Lei C, Faloutsos C, Rangwala H, Karypis G
Conference OPENTAB: ADVANCING LARGE LANGUAGE MODELS AS OPEN-DOMAIN TABLE REASONERS 2024 • 12th International Conference on Learning Representations Iclr 2024 Kong K, Zhang J, Shen Z, Srinivasan B, Lei C, Faloutsos C, Rangwala H, Karypis G
Conference Revisit Orthogonality in Graph-Regularized MLPs 2024 3145-3154 Zhang H, Wang S, Ioannidis VN, Adeshina S, Zhang J, Qin X, Faloutsos C, Zheng D, Karypis G, Yu PS
Conference SnapNTell: Enhancing Entity-Centric Visual Question Answering with Retrieval Augmented Multimodal LLM 2024 247-266 Qiu J, Madotto A, Lin Z, Crook PA, Xu YE, Damavandi B, Dong XL, Faloutsos C, Li L, Moon S
Journal Article T-NET: Weakly Supervised Graph Learning for Combatting Human Trafficking 2024 • Proceedings of the ... AAAI Conference on Artificial Intelligence. AAAI Conference on Artificial Intelligence • 22276-22284 Nair P, Liu J, Vajiac C, Olligschlaeger A, Chau DH, Cazzolato M, Jones C, Faloutsos C, Rabbany R
Conference TouchUp-G: Improving Feature Representation through Graph-Centric Finetuning 2024 • PROCEEDINGS OF THE 47TH INTERNATIONAL ACM SIGIR CONFERENCE ON RESEARCH AND DEVELOPMENT IN INFORMATION RETRIEVAL, SIGIR 2024 • 2662-2666 Zhu J, Song X, Ioannidis VN, Koutra D, Faloutsos C
Journal Article TurboLift: fast accuracy lifting for historical data recovery (vol 29, pg 1129, 2020) 2024 • The VLDB journal • 33(1):253-253 Yang F, Almutairi FM, Song HA, Faloutsos C, Sidiropoulos ND, Zadorozhny V
Journal Article <i>DeepFixCX</i>: Explainable privacy-preserving image compression for medical image analysis 2023 • Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery • 13(4): Gaudio A, Smailagic A, Faloutsos C, Mohan S, Johnson E, Liu Y, Costa P, Campilho A
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 • PROCEEDINGS OF THE 32ND ACM INTERNATIONAL CONFERENCE ON INFORMATION AND KNOWLEDGE MANAGEMENT, CIKM 2023 • 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