About
I am an Associate Professor of Information Systems and Director of the Human-AI Interaction Lab at the University of Haifa. I study complex human systems—how people interact, make decisions, and adapt when technology, uncertainty, and time shape their choices. My research explores human–AI collaboration, the information hidden in what is missing or unexpected, and how the timing of interactions shapes collective outcomes.
Publications
- "It Would Take Too Much to Explain": Task-Contingent AI Use in Design Education, Dines, N. & Mokryn, O., 20 May 2026, EduCHI 2026 - Proceedings of the 8th EduCHI Symposium on HCI Education. Association for Computing Machinery, Inc, 6. (EduCHI 2026 - Proceedings of the 8th EduCHI Symposium on HCI Education).
- Disentangling Anticipation: Polarity-Aware Emotion Strength for Explainable Rating Prediction, Kashkoush, M., Fainman, E., Solomon, A. & Mokryn, O., 22 Mar 2026, Companion Proceedings of the 31st International Conference on Intelligent User Interfaces, IUI 2026 Companion. Association for Computing Machinery, p. 26-29 4 p. (International Conference on Intelligent User Interfaces, Proceedings IUI).
- DiSCo: Making Absence Visible in Intelligent Summarization Interfaces, Fainman, E., Ben Shoshan, H., Solomon, A. & Mokryn, O., 22 Mar 2026, IUI 2026 - Proceedings of the 2026 Conference on Intelligent User Interfaces. Kuflik, T., Kleanthous, S., Chen, L., Jaccuci, G. & Renner, A. (eds.). Association for Computing Machinery, p. 1438-1453 16 p. (International Conference on Intelligent User Interfaces, Proceedings IUI).
- CritiQ AI and SixHats Engine: AI-as-Judge Systems for Early-Stage Evaluation and Preference Formation in Collaborative Ideation, Chen, B., Kun, A. L., Mokryn, O. & Shaer, O., 22 Mar 2026, Companion Proceedings of the 31st International Conference on Intelligent User Interfaces, IUI 2026 Companion. Association for Computing Machinery, p. 148-151 4 p. (International Conference on Intelligent User Interfaces, Proceedings IUI).
- Demonstrating Domain-informed Summarization through Contrast (DiSCo), Fainman, E., Shoshan, H. B., Solomon, A. & Mokryn, O., 22 Mar 2026, Companion Proceedings of the 31st International Conference on Intelligent User Interfaces, IUI 2026 Companion. Association for Computing Machinery, p. 156-159 4 p. (International Conference on Intelligent User Interfaces, Proceedings IUI).
- Sensei: Intelligent Physiological Signal Acquisition and Analysis Dashboard, Tiwari, N., Solovey, E., Kun, A. L., Mokryn, O. & Shaer, O., 22 Mar 2026, Companion Proceedings of the 31st International Conference on Intelligent User Interfaces, IUI 2026 Companion. Association for Computing Machinery, p. 198-201 4 p. (International Conference on Intelligent User Interfaces, Proceedings IUI).
- Making Absence Visible: The Roles of Reference and Prompting in Recognizing Missing Information, Ben Shoshan, H., Lanir, J., Goldstein, P. & Mokryn, O., 22 Mar 2026, IUI 2026 - Proceedings of the 2026 Conference on Intelligent User Interfaces. Kuflik, T., Kleanthous, S., Chen, L., Jaccuci, G. & Renner, A. (eds.). Association for Computing Machinery, p. 1100-1111 12 p. (International Conference on Intelligent User Interfaces, Proceedings IUI).
- Fanfiction in the Age of AI: Community Perspectives on Creativity, Authenticity and Adoption, Alfassi, R., Cooper, A., Mitchell, Z., Calabro, M., Shaer, O. & Mokryn, O., 2026, In: International Journal of Human-Computer Interaction. 42, 5, p. 3062-3094 33 p.
- Mind Your Manners: The Dynamics of Politeness in Human-AI vs. Human-Human Interactions, Lazebnik, T., Zalmanson, L. & Mokryn, O., 16 Oct 2025, In: Proceedings of the ACM on Human-Computer Interaction. 9, 7, CSCW450.
- Using Emotion Diversification Based on Movie Reviews to Improve the User Experience of Movie Recommender Systems, Lansman, L., Mokryn, O., Guo, L., Iqbal, M. & Knijnenburg, B. P., 9 Sep 2025, In: ACM Transactions on Interactive Intelligent Systems. 15, 3, 16.
- PAIRSAT: Integrating Preference-Based Signals for User Satisfaction Estimation in Dialogue Systems, Fainman, E., Solomon, A. & Mokryn, O., 7 Aug 2025, RecSys2025 - Proceedings of the 19th ACM Conference on Recommender Systems. Association for Computing Machinery, Inc, p. 1251-1255 5 p. (RecSys2025 - Proceedings of the 19th ACM Conference on Recommender Systems).
- Interpretable transformation and analysis of timelines through learning via surprisability, Mokryn, O., Lazebnik, T. & Ben-Shoshan, H., 1 Jul 2025, In: Chaos. 35, 7, 073134.
- HAI-GEN 2025: 6th Workshop on Human-AI Co-Creation with Generative Models, Mokryn, O., Shaer, O., Geyer, W., Maher, M. L., Weisz, J. D., Buschek, D. & Chilton, L. B., 24 Mar 2025, IUI 2025 - Companion Proceedings of the 2025 International Conference on Intelligent User Interfaces. Association for Computing Machinery, p. 179-182 4 p. (International Conference on Intelligent User Interfaces, Proceedings IUI).
- Online Storytelling Spaces: Exploring Participants' Perceptions of Overt and Covert AI Agents, Alfassi, R., Cooper, A., Mitchel, Z., Calabro, M., Shaer, O. & Mokryn, O., 2025, In: CEUR Workshop Proceedings. 3957, p. 225-235 11 p.
- Consumer Sentiment and Hotel Aspect Preferences Across Trip Modes and Purposes, Mokryn, O., Dec 2024, In: Journal of Theoretical and Applied Electronic Commerce Research. 19, 4, p. 3017-3034 18 p.
- AI-Augmented Brainwriting: Investigating the use of LLMs in group ideation, Shaer, O., Cooper, A., Mokryn, O., Kun, A. L. & Shoshan, H. B., 11 May 2024, CHI 2024 - Proceedings of the 2024 CHI Conference on Human Factors in Computing Sytems. Association for Computing Machinery, 1050. (Conference on Human Factors in Computing Systems - Proceedings).
- ACM IUI 2024Chairs' Welcome, Knijnenburg, B., Mokryn, O., Głowacka, D., Amir, O. & Parra, D., 18 Mar 2024, In: ACM International Conference Proceeding Series. p. iii-iv
- Evaluating the dynamic interplay of social distancing policies regarding airborne pathogens through a temporal interaction-driven model that uses real-world and synthetic data, Mokryn, O., Abbey, A., Marmor, Y. & Shahar, Y., Mar 2024, In: Journal of Biomedical Informatics. 151, 104601.
- Toward Enhancing Ideation through Collaborative Group-AI Brainwriting, Shaer, O., Cooper, A., Kun, A. L. & Mokryn, O., 2024, In: CEUR Workshop Proceedings. 3660
- Intended Movie Experience: Linking Elicited Emotions to Eudaimonic and Hedonic Characteristics, Golubovikj, A. M., Mokryn, O. & Tkalčič, M., 2024, In: CEUR Workshop Proceedings. 3815, p. 103-112 10 p.
- Assessing individual risk and the latent transmission of COVID-19 in a population with an interaction-driven temporal model, Marmor, Y., Abbey, A., Shahar, Y. & Mokryn, O., Dec 2023, In: Scientific Reports. 13, 1, 12955.
- She is an Expert in this Research Field: The Signal of Recent Publications’ Relevance, Zeevi, G. & Mokryn, O., Jun 2023, In: Northeast Journal of Complex Systems. 5, 1
- A statistical model for early estimation of the prevalence and severity of an epidemic or pandemic from simple tests for infection confirmation, Shahar, Y. & Mokryn, O., Jan 2023, In: PLOS ONE. 18, 1, e0280874.
- SDNSandbox — Enabling learning-based innovation in provider networks, Solomon, Y., Mokryn, O. & Kuflik, T., 24 Dec 2022, In: Computer Networks. 219, 109446.
- Analysis of the competition among viral strains using a temporal interaction-driven contagion model, Abbey, A., Shahar, Y. & Mokryn, O., Dec 2022, In: Scientific Reports. 12, 1, 9616.
- Intentionality of emotions enables to detect the 'emotions of the crowd’, Mokryn, O., Bodoff, A. D. & Lanir, J., 2021.
- Temporal epidemiological model of community transmission of Covid-19 with changing dynamics, Abbey, A., Marmour, Y., Shahar, Y. & Mokryn, O., 2021.
- The opinions of a few: A cross-platform study quantifying usefulness of reviews, Mokryn, O., Jul 2020, In: Online Social Networks and Media. 18, p. 1-11 100080.
- The opinions of a few: A cross-platform study quantifying usefulness of reviews, Mokryn, O., 2020, The 9th International Conference on Complex Networks and Their Applications (Complex Networks’20). 3 p.
- Size agnostic change point detection framework for evolving networks, Miller, H. & Mokryn, O., 2020, The 9th International Conference on Complex Networks and Their Applications (Complex Networks’20). 3 p.
- Constant State of Change: Engagement Inequality in Temporal Dynamic Networks, Miller, H. & Mokryn, O., 2019, The 8th International Conference on Complex Networks and Their Applications (Complex Networks’19). 3 p.
- ActiveMap: Visual analysis of temporal activity in social media sites, Ben-Shoshan, H. & Mokryn, O., 5 Mar 2018, IUI 2018 - Companion of the 23rd International Conference on Intelligent User Interfaces. Association for Computing Machinery, p. 491-492 a49. (International Conference on Intelligent User Interfaces, Proceedings IUI).
- Enron Email Network: Temporal degree distributions reflect network’s reaction to external events, Mokryn, O., 2018.
- Size Agnostic Change Point Detection Framework for Evolving Networks, Miller, H. & Mokryn, O., 2018, p. 1-3.
- Detecting the effect of external events on dynamic social networks, Miller, H. & Mokryn, O., 2018. 1 p.
- Data Dissemination in Public Safety Networks, Kolios, P., Pitsillides, A., Mokryn, O. & Papdaki, K., 7 Jun 2016, Wireless Public Safety Networks 2: A Systematic Approach. Elsevier Inc., p. 199-225 27 p.
- Qualifying explore and exploit for efficient data dissemination in emergency adhoc networks, Kolios, P., Pitsillides, A., Mokryn, O. & Papadaki, K., 2014, IEEE International Conference on Pervasive Computing and Communications (PERCOM Workshop). IEEE Computer Society, p. 303-307 5 p. 6815222. (2014 IEEE International Conference on Pervasive Computing and Communication Workshops, PERCOM WORKSHOPS 2014).
- The social aspect of voting for useful reviews, Levi, A. & Mokryn, O., 2014, Social Computing, Behavioral-Cultural Modeling, and Prediction - 7th International Conference, SBP 2014, Proceedings. Springer Verlag, p. 293-300 8 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 8393 LNCS).
- Bilateral routing in emergency response networks, Kolios, P., Pitsillides, A. & Mokryn, O., 2013, p. 1-5.
- Finding a Needle in a Haystack of Reviews: Cold Start Context-Based Hotel Recommender System Demo, Levi, A., Mokryn, O., Diot, C. & Taft, N., 2012, p. 305–306.
- Finding a needle in a haystack of reviews: Cold start context-based hotel recommender system, Levi, A., Mokryn, O., Diot, C. & Taft, N., 2012, RecSys'12 - Proceedings of the 6th ACM Conference on Recommender Systems. p. 115-122 8 p. (RecSys'12 - Proceedings of the 6th ACM Conference on Recommender Systems).
- Celleration: Loss-resilient traffic redundancy elimination for cellular data, Zohar, E., Cidon, I. & Mokryn, O., 2012, HotMobile 2012 - 13th Workshop on Mobile Computing Systems and Applications. 10. (HotMobile 2012 - 13th Workshop on Mobile Computing Systems and Applications).
- H.264 SVC extension for peer to peer schemes, Mokryn, O., Platner, A., David, I. & Amir, O., 2012, 2012 IEEE 27th Convention of Electrical and Electronics Engineers in Israel, IEEEI 2012. 6377014. (2012 IEEE 27th Convention of Electrical and Electronics Engineers in Israel, IEEEI 2012).
- The power of prediction: Cloud bandwidth and cost reduction, Zohar, E., Cidon, I. & Mokryn, O., 15 Aug 2011, Proceedings of the ACM SIGCOMM 2011 Conference, SIGCOMM'11. Association for Computing Machinery, p. 86-97 12 p. (Proceedings of the ACM SIGCOMM 2011 Conference, SIGCOMM'11).
- The power of prediction: Cloud bandwidth and cost reduction, Zohar, E., Cidon, I. & Mokryn, O. O., 15 Aug 2011, In: Computer Communication Review. 41, 4, p. 86-97 12 p.
- Bringing order to BGP: Decreasing time and message complexity, Bremler-Barr, A., Chen, N., Kangasharju, J., Mokryn, O. & Shavitt, Y., 13 Aug 2009, In: Computer Networks. 53, 12, p. 2241-2256 16 p.
- Bringing order to BGP: Decreasing time and message complexity, Bremler-Barr, A., Chen, N., Kangasharju, J., Mokryn, O. & Shavitt, Y., 12 Aug 2007, PODC'07: Proceedings of the 26th Annual ACM Symposium on Principles of Distributed Computing. Association for Computing Machinery, p. 368-369 2 p. (Proceedings of the Annual ACM Symposium on Principles of Distributed Computing).
- Tomography of scale-free networks and shortest path trees, Kalisky, T., Cohen, R., Mokryn, O., Dolev, D., Shavitt, Y. & Havlin, S., 2006, In: Physical Review E - Statistical, Nonlinear, and Soft Matter Physics. 74, 6, 066108.
- On multicast trees: Structure and size estimation, Dolev, D., Mokryn, O. & Shavitt, Y., 2003, IEEE INFOCOM 2003: The Conference on Computer Communications - 22nd Annual Joint Conference of the IEEE Computer and Communications Societies. p. 1011-1021 11 p. 1208938. (Proceedings - IEEE INFOCOM; vol. 2).
- An integrated architecture for the scalable delivery of semi-dynamic Web content, Dolev, D., Mokryn, O., Shavitty, Y. & Sukhov, I., 2002, Proceedings - ISCC 2002: 7th International Symposium on Computers and Communications. p. 201-206 6 p. 1021679. (Proceedings - IEEE Symposium on Computers and Communications).
Education
I hold a Ph.D. in Computer Science from the Hebrew University of Jerusalem, and an M.Sc. and B.Sc. in Computer Engineering from the Technion.
Research Areas
- My research examines complex human systems: how people interact, make decisions, and adapt when technology, uncertainty, and time shape their choices. I combine computational modeling, information theory, network science, data analysis, and human-centered research.
- Human–AI Collaboration and Teaming. I study what happens when artificial intelligence becomes part of a human team. My work examines how AI affects creativity, communication, trust, professional expertise, occupational identity, and decision-making. I investigate these questions in settings such as group ideation, education, professional work, and emergency medicine, with the goal of designing responsible AI systems that augment human capabilities, learning and judgment.
- Learning via Surprisability and Information in Absence. I study the information contained in the gap between what is expected and what is actually observed. Important absences and unexpected changes are often overlooked by conventional analytical methods. I develop information-theoretic and interpretable computational approaches for identifying these signals in complex, high-dimensional, and temporal data, and for making missing information visible in intelligent interfaces and decision-support systems.
- Computational Human Behavior Modeling. I use digital traces, textual content, preferences, emotions, and interaction data to model human behavior. My research examines how people express emotions, form preferences, evaluate experiences, interact with intelligent systems, and behave in online communities. Applications include recommender and dialogue systems, social media, electronic commerce, online reviews, and user modeling.
- Temporal Networks and Complex Systems. I study networks whose connections change over time. My research examines how the timing, order, and rhythm of interactions—not only who is connected to whom—shape collective outcomes. I develop interaction-based models to investigate community dynamics, engagement patterns, individual risk, and the spread of infectious diseases using real-world and simulated interaction data.
- Broader research record also includes computer and communication networks, internet routing, cloud systems, bandwidth optimization, and software-defined networking. This systems background continues to inform my study of dynamic networks and technology-mediated human behavior.
Additional Info
My research is funded by the Israel Science Foundation (ISF), the Israeli Chief Scientist, and industry partners.
