Department of Software and Information Systems Engineering

2025

Adversarial evasion attacks detection for tree-based ensembles: A representation learning approach

Braun, G., Cohen, S. & Rokach, L., 1 Jun 2025, In: Information Fusion. 118, 102964.

Research output: Contribution to journal › Article › peer-review

Adversarial machine learning threat analysis and remediation in Open Radio Access Network (O-RAN)

Habler, E., Bitton, R., Avraham, D., Klevansky, E., Mimran, D., Brodt, O., Lehmann, H., Elovici, Y. & Shabtai, A., 1 Apr 2025, In: Journal of Network and Computer Applications. 236, 104090.

Research output: Contribution to journal › Article › peer-review

1 Scopus citations

CORAL: Container Online Risk Assessment with Logical attack graphs

Tayouri, D., Sgan Cohen, O., Maimon, I., Mimran, D., Elovici, Y. & Shabtai, A., 1 Mar 2025, In: Computers and Security. 150, 104296.

Research output: Contribution to journal › Article › peer-review

CyberShapley: Explanation, prioritization, and triage of cybersecurity alerts using informative graph representation

Malach, A., Wudali, P. N., Momiyama, S., Furukawa, J., Araki, T., Elovici, Y. & Shabtai, A., 1 Mar 2025, In: Computers and Security. 150, 104270.

Research output: Contribution to journal › Article › peer-review

Detection of compromised functions in a serverless cloud environment

Ben-Shimol, L., Lavi, D., Klevansky, E., Brodt, O., Mimran, D., Elovici, Y. & Shabtai, A., 1 Mar 2025, In: Computers and Security. 150, 104261.

Research output: Contribution to journal › Article › peer-review

Effectiveness of AZD7442 (Tixagevimab/Cilgavimab) for Pre-Exposure Prophylaxis Against COVID-19 Hospitalization in Israel During the Omicron Sub-Variant Time Period

Hayek, S., Levy, J., Shaham, G., Dagan, N., Serby, D., Duskin-Bitan, H., Dube, S., Ferreira, C., Livnat, I., Talarico, C., Taylor, S., Venkatesan, S., Yarden, A., Balicer, R. D., Netzer, D. & Peretz, A., 1 Jan 2025, (Accepted/In press) In: Infectious Diseases and Therapy. e2310650.

Research output: Contribution to journal › Article › peer-review

Open Access

EMOA*: A framework for search-based multi-objective path planning

Ren, Z., Hernández, C., Likhachev, M., Felner, A., Koenig, S., Salzman, O., Rathinam, S. & Choset, H., 1 Feb 2025, In: Artificial Intelligence. 339, 104260.

Research output: Contribution to journal › Article › peer-review

1 Scopus citations

Enhancing Snippet Visualizations to Improve Web Search

Taieb-Maimon, M., 1 Jan 2025, (Accepted/In press) In: International Journal of Human-Computer Interaction.

Research output: Contribution to journal › Article › peer-review

Open Access

Exploring amBiDiguity: UI item direction interpretation by Arabic and Hebrew users

Goldenberg, Y. & Tractinsky, N., 1 Feb 2025, In: International Journal of Human Computer Studies. 194, 103383.

Research output: Contribution to journal › Article › peer-review

Fast online feature selection in streaming data

Hochma, Y. & Last, M., 1 Jan 2025, In: Machine Learning. 114, 1, 1.

Research output: Contribution to journal › Article › peer-review

Open Access

Labeling Network Intrusion Detection System (NIDS) Rules with MITRE ATT&CK Techniques: Machine Learning vs. Large Language Models

Daniel, N., Kaiser, F. K., Giladi, S., Sharabi, S., Moyal, R., Shpolyansky, S., Murillo, A., Elyashar, A. & Puzis, R., 1 Feb 2025, In: Big Data and Cognitive Computing. 9, 2, 23.

Research output: Contribution to journal › Article › peer-review

Open Access

VPN-Encrypted Network Traffic Classification Using a Time-Series Approach

Kotak, J., Yankelev, I., Bibi, I., Elovici, Y. & Shabtai, A., 1 Jan 2025, (Accepted/In press) In: IEEE Transactions on Network and Service Management.

Research output: Contribution to journal › Article › peer-review

2024

#let’s-discuss: Analyzing Students’ Use of Emoji when Interacting with Course Readings

Blobstein, A., Facciotti, M. T., Igo, M., Karger, D., Ravi, P., Sripathi, K. & Gal, K., 1 Jan 2024, (Accepted/In press) In: International Journal of Artificial Intelligence in Education.

Research output: Contribution to journal › Article › peer-review

Open Access

1 Scopus citations

A collective AI via lifelong learning and sharing at the edge

Soltoggio, A., Ben-Iwhiwhu, E., Braverman, V., Eaton, E., Epstein, B., Ge, Y., Halperin, L., How, J., Itti, L., Jacobs, M. A., Kantharaju, P., Le, L., Lee, S., Liu, X., Monteiro, S. T., Musliner, D., Nath, S., Panda, P., Peridis, C. & Pirsiavash, H. & 10 others, Parekh, V., Roy, K., Shperberg, S., Siegelmann, H. T., Stone, P., Vedder, K., Wu, J., Yang, L., Zheng, G. & Kolouri, S., 1 Mar 2024, In: Nature Machine Intelligence. 6, 3, p. 251-264 14 p.

Research output: Contribution to journal › Article › peer-review

12 Scopus citations

Adaptive Curriculum Learning With Successor Features for Imbalanced Compositional Reward Functions

Szoke, L., Shperberg, S. S., Holtz, J. & Allievi, A., 1 Jun 2024, In: IEEE Robotics and Automation Letters. 9, 6, p. 5174-5181 8 p.

Research output: Contribution to journal › Article › peer-review

1 Scopus citations

A domain-independent agent architecture for adaptive operation in evolving open worlds

Mohan, S., Piotrowski, W., Stern, R., Grover, S., Kim, S., Le, J., Sher, Y. & de Kleer, J., 1 Sep 2024, In: Artificial Intelligence. 334, 104161.

Research output: Contribution to journal › Article › peer-review

Open Access

1 Scopus citations

Air-Gap Electromagnetic Covert Channel

Guri, M., 1 Jan 2024, In: IEEE Transactions on Dependable and Secure Computing. 21, 4, p. 2127-2144 18 p.

Research output: Contribution to journal › Article › peer-review

3 Scopus citations

A machine learning-based prediction model for gout in hyperuricemics: a nationwide cohort study

Brikman, S., Serfaty, L., Abuhasira, R., Schlesinger, N., Bieber, A. & Rappoport, N., 1 Sep 2024, In: Rheumatology. 63, 9, p. 2411-2417 7 p.

Research output: Contribution to journal › Article › peer-review

2 Scopus citations

AnoMili: Spoofing Hardening and Explainable Anomaly Detection for the 1553 Military Avionic Bus

Levy, E., Maman, N., Shabtai, A. & Elovici, Y., 1 Jan 2024, In: IEEE Transactions on Aerospace and Electronic Systems. 60, 6, p. 7738-7753 16 p.

Research output: Contribution to journal › Article › peer-review

A Survey on Geolocation on the Internet

Zilberman, A., Offer, A., Pincu, B., Glickshtein, Y., Kant, R., Brodt, O., Otung, A., Puzis, R., Shabtai, A. & Elovici, Y., 1 Jan 2024, (Accepted/In press) In: IEEE Communications Surveys and Tutorials.

Research output: Contribution to journal › Article › peer-review

1 Scopus citations

A Survey on Transfer Learning for Cross-Project Defect Prediction

Sotto-Mayor, B. & Kalech, M., 1 Jan 2024, In: IEEE Access. 12, p. 93398-93425 28 p.

Research output: Contribution to journal › Article › peer-review

Open Access

Automated algorithm selection using meta-learning and pre-trained deep convolution neural networks

Dagan, I., Vainshtein, R., Katz, G. & Rokach, L., 1 May 2024, In: Information Fusion. 105, 102210.

Research output: Contribution to journal › Article › peer-review

2 Scopus citations

Automated Category Tree Construction: Hardness Bounds and Algorithms

Gershtein, S., Avron, U., Guy, I., Milo, T. & Novgorodov, S., 13 Jul 2024, In: ACM Transactions on Database Systems. 49, 3, 11.

Research output: Contribution to journal › Article › peer-review

Open Access

BagStacking: An Integrated Ensemble Learning Approach for Freezing of Gait Detection in Parkinson’s Disease

Cohen, S., Cohen-Inger, N. & Rokach, L., 1 Dec 2024, In: Information (Switzerland). 15, 12, 822.

Research output: Contribution to journal › Article › peer-review

Open Access

Benchmarking the negatives: Effect of negative data generation on the classification of miRNA-mRNA interactions

Cohen-Davidi, E. & Veksler-Lublinsky, I., 1 Aug 2024, In: PLoS Computational Biology. 20, 8, e1012385.

Research output: Contribution to journal › Article › peer-review

Open Access

1 Scopus citations

Beyond the echo chamber: modelling open-mindedness in citizens’ assemblies

Barrett, J., Gal, K., Michael, L. & Vilenchik, D., 1 Dec 2024, In: Autonomous Agents and Multi-Agent Systems. 38, 2, 30.

Research output: Contribution to journal › Article › peer-review

Open Access

Bridging the gap: Towards an expanded toolkit for AI-driven decision-making in the public sector

Fischer-Abaigar, U., Kern, C., Barda, N. & Kreuter, F., 1 Dec 2024, In: Government Information Quarterly. 41, 4, 101976.

Research output: Contribution to journal › Article › peer-review

Open Access

Circulating isomiRs May Be Superior Biomarkers Compared to Their Corresponding miRNAs: A Pilot Biomarker Study of Using isomiR-Ome to Detect Coronary Calcium-Based Cardiovascular Risk in Patients with NAFLD

Makarenkov, N., Yoel, U., Haim, Y., Pincu, Y., Bhandarkar, N. S., Shalev, A., Shelef, I., Liberty, I. F., Ben-Arie, G., Yardeni, D., Rudich, A., Etzion, O. & Veksler-Lublinsky, I., 1 Jan 2024, In: International Journal of Molecular Sciences. 25, 2, 890.

Research output: Contribution to journal › Article › peer-review

Open Access

1 Scopus citations

Circulating miRNAs Detect High vs Low Visceral Adipose Tissue Inflammation in Patients Living With Obesity

Makarenkov, N., Haim, Y., Yoel, U., Pincu, Y., Tarnovscki, T., Liberty, I. F., Kukeev, I., Baraf, L., Dukhno, O., Zilber, O., Blüher, M., Rudich, A. & Veksler-Lublinsky, I., 1 Mar 2024, In: Journal of Clinical Endocrinology and Metabolism. 109, 3, p. 858-867 10 p.

Research output: Contribution to journal › Article › peer-review

2 Scopus citations

Comparing Visual Encodings for the Task of Anomaly Detection

Taieb-Maimon, M., Ya’akobi, E., Itzhak, N. & Zaltsman, Y., 1 Jan 2024, In: International Journal of Human-Computer Interaction. 40, 2, p. 357-375 19 p.

Research output: Contribution to journal › Article › peer-review

2 Scopus citations

Cost effective transfer of reinforcement learning policies

Lavie, O., Shabtai, A. & Katz, G., 1 Mar 2024, In: Expert Systems with Applications. 237, 121380.

Research output: Contribution to journal › Article › peer-review

Cost-sensitive machine learning to support startup investment decisions

Setty, R., Elovici, Y. & Schwartz, D., 1 Mar 2024, In: Intelligent Systems in Accounting, Finance and Management. 31, 1, e1548.

Research output: Contribution to journal › Article › peer-review

Open Access

1 Scopus citations

CPLLM: Clinical prediction with large language models

Ben Shoham, O. & Rappoport, N., 1 Dec 2024, In: PLOS Digital Health. 3, 12, e0000680.

Research output: Contribution to journal › Article › peer-review

Open Access

Cross-device Portability of Machine Learning Models in Electromagnetic Side-Channel Analysis for Forensics

Navanesan, L., Le-Khac, N. A., Oren, Y., De Zoysa, K. & Sayakkara, A. P., 1 Jan 2024, In: Journal of Universal Computer Science. 30, 10, p. 1390-1423 34 p.

Research output: Contribution to journal › Article › peer-review

Open Access

1 Scopus citations

Decoupling Implantation Prediction and Embryo Ranking in Machine Learning: The Impact of Clinical Data and Discarded Embryos

Erlich, I., Saravelos, S. H., Hickman, C., Ben-Meir, A., Har-Vardi, I., Grifo, J. A., Kahraman, S. & Zaritsky, A., 1 Dec 2024, In: Advanced Intelligent Systems. 6, 12, 2400048.

Research output: Contribution to journal › Article › peer-review

Open Access

Design of a bi-directional methodology for automated assessment of compliance to continuous application of clinical guidelines, and its evaluation in the type 2 diabetes domain

Hatsek, A., Hochberg, I., Naccache, D. D., Biderman, A. & Shahar, Y., 1 May 2024, In: PLoS ONE. 19, 5 May, e0303542.

Research output: Contribution to journal › Article › peer-review

Open Access

Development and Validation of a Colorectal Cancer Prediction Model: A Nationwide Cohort-Based Study

Isakov, O., Riesel, D., Leshchinsky, M., Shaham, G., Reis, B. Y., Keret, D., Levi, Z., Brener, B., Balicer, R., Dagan, N. & Hayek, S., 1 Jul 2024, In: Digestive Diseases and Sciences. 69, 7, p. 2611-2620 10 p.

Research output: Contribution to journal › Article › peer-review

Open Access

1 Scopus citations

Doctor or AI? Efficient Neural Network for Response Classification in Health Consultations

Ojo, O. E., Adebanji, O. O., Calvo, H., Gelbukh, A., Feldman, A. & Ben Shoham, O., 1 Jan 2024, In: IEEE Access. 12, p. 142944-142956 13 p.

Research output: Contribution to journal › Article › peer-review

Open Access

1 Scopus citations

Domain independent heuristics for online stochastic contingent planning

Blumenthal, O. & Shani, G., 1 Jan 2024, (Accepted/In press) In: Annals of Mathematics and Artificial Intelligence.

Research output: Contribution to journal › Article › peer-review

Open Access

1 Scopus citations

Dynamic selection of machine learning models for time-series data

Hananya, R. & Katz, G., 1 Apr 2024, In: Information Sciences. 665, 120360.

Research output: Contribution to journal › Article › peer-review

1 Scopus citations

Efficient Feature Ranking and Selection Using Statistical Moments

Hochma, Y., Felendler, Y. & Last, M., 1 Jan 2024, In: IEEE Access. 12, p. 105573-105587 15 p.

Research output: Contribution to journal › Article › peer-review

Open Access

Elevated International Normalized Ratio and Mortality in Hospitalized Patients Treated with Direct Oral Anticoagulants

Efros, O., Berman, A., Kenet, G., Lubetsky, A., Doron, A., Shlomai, G., Klang, E., Soffer, S., Barda, N. & Leibowitz, A., 1 Feb 2024, In: American Journal of Medicine. 137, 2, p. 147-153.e2

Research output: Contribution to journal › Article › peer-review

Empowering prediction of miRNA–mRNA interactions in species with limited training data through transfer learning

Hadad, E., Rokach, L. & Veksler-Lublinsky, I., 15 Apr 2024, In: Heliyon. 10, 7, e28000.

Research output: Contribution to journal › Article › peer-review

Open Access

1 Scopus citations

Enhanced blood glucose levels prediction with a smartwatch

Pikulin, S., Yehezkel, I. & Moskovitch, R., 1 Jul 2024, In: PLoS ONE. 19, 7 July, e0307136.

Research output: Contribution to journal › Article › peer-review

Open Access

2 Scopus citations

Enhancing Coronary Revascularization Decisions: The Promising Role of Large Language Models as a Decision-Support Tool for Multidisciplinary Heart Team

Sudri, K., Motro-Feingold, I., Ramon-Gonen, R., Barda, N., Klang, E., Fefer, P., Amunts, S., Attia, Z. I., Alkhouli, M., Segev, A., Cohen-Shelly, M. & Barbash, I. M., 1 Jan 2024, (Accepted/In press) In: Circulation: Cardiovascular Interventions. e014201.

Research output: Contribution to journal › Article › peer-review