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  • 2023

    Feedback Decision Transformer: Offline Reinforcement Learning With Feedback

    Giladi, L. & Katz, G., 1 Jan 2023, Proceedings - 23rd IEEE International Conference on Data Mining, ICDM 2023. Chen, G., Khan, L., Gao, X., Qiu, M., Pedrycz, W. & Wu, X. (eds.). Institute of Electrical and Electronics Engineers, p. 1037-1042 6 p. (Proceedings - IEEE International Conference on Data Mining, ICDM).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

  • GraphERT- Transformers-based Temporal Dynamic Graph Embedding

    Beladev, M., Katz, G., Rokach, L., Singer, U. & Radinsky, K., 21 Oct 2023, CIKM 2023 - Proceedings of the 32nd ACM International Conference on Information and Knowledge Management. Association for Computing Machinery, p. 68-77 10 p. (International Conference on Information and Knowledge Management, Proceedings).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    Open Access
    2 Scopus citations
  • 2022

    Few-Shot Tabular Data Enrichment Using Fine-Tuned Transformer Architectures

    Harari, A. & Katz, G., 1 Jan 2022, ACL 2022 - 60th Annual Meeting of the Association for Computational Linguistics, Proceedings of the Conference (Long Papers). Muresan, S., Nakov, P. & Villavicencio, A. (eds.). Association for Computational Linguistics (ACL), p. 1577-1591 15 p. (Proceedings of the Annual Meeting of the Association for Computational Linguistics; vol. 1).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    5 Scopus citations
  • JTrans: Jump-aware transformer for binary code similarity detection

    Wang, H., Qu, W., Katz, G., Zhu, W., Gao, Z., Qiu, H., Zhuge, J. & Zhang, C., 18 Jul 2022, ISSTA 2022 - Proceedings of the 31st ACM SIGSOFT International Symposium on Software Testing and Analysis. Ryu, S. & Smaragdakis, Y. (eds.). Association for Computing Machinery, Inc, p. 1-13 13 p. (ISSTA 2022 - Proceedings of the 31st ACM SIGSOFT International Symposium on Software Testing and Analysis).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    67 Scopus citations
  • Q-Ball: Modeling Basketball Games Using Deep Reinforcement Learning

    Yanai, C., Solomon, A., Katz, G., Shapira, B. & Rokach, L., 30 Jun 2022, AAAI-22 Technical Tracks 8. Association for the Advancement of Artificial Intelligence, p. 8806-8813 8 p. (Proceedings of the 36th AAAI Conference on Artificial Intelligence, AAAI 2022; vol. 36).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    5 Scopus citations
  • 2021

    Hierarchical Deep Reinforcement Learning Approach for Multi-Objective Scheduling with Varying Queue Sizes

    Birman, Y., Ido, Z., Katz, G. & Shabtai, A., 18 Jul 2021, IJCNN 2021 - International Joint Conference on Neural Networks, Proceedings. Institute of Electrical and Electronics Engineers, (Proceedings of the International Joint Conference on Neural Networks; vol. 2021-July).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    Open Access
    2 Scopus citations
  • 2020

    Cost-Effective Malware Detection as a Service over Serverless Cloud Using Deep Reinforcement Learning

    Birman, Y., Hindi, S., Katz, G. & Shabtai, A., 1 May 2020, Proceedings - 20th IEEE/ACM International Symposium on Cluster, Cloud and Internet Computing, CCGRID 2020. Lefevre, L., Varela, C. A., Pallis, G., Toosi, A. N., Rana, O. & Buyya, R. (eds.). Institute of Electrical and Electronics Engineers, p. 420-429 10 p. 9139646. (Proceedings - 20th IEEE/ACM International Symposium on Cluster, Cloud and Internet Computing, CCGRID 2020).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    10 Scopus citations
  • DeepLine: AutoML Tool for Pipelines Generation using Deep Reinforcement Learning and Hierarchical Actions Filtering

    Heffetz, Y., Vainshtein, R., Katz, G. & Rokach, L., 23 Aug 2020, KDD 2020 - Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 2103-2113 11 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    Open Access
    24 Scopus citations
  • MetaTPOT: Enhancing A Tree-based Pipeline Optimization Tool Using Meta-Learning

    Laadan, D., Vainshtein, R., Curiel, Y., Katz, G. & Rokach, L., 19 Oct 2020, CIKM 2020 - Proceedings of the 29th ACM International Conference on Information and Knowledge Management. Association for Computing Machinery, p. 2097-2100 4 p. (International Conference on Information and Knowledge Management, Proceedings).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    7 Scopus citations
  • TdGraphEmbed: Temporal Dynamic Graph-Level Embedding

    Beladev, M., Rokach, L., Katz, G., Guy, I. & Radinsky, K., 19 Oct 2020, CIKM 2020 - Proceedings of the 29th ACM International Conference on Information and Knowledge Management. Association for Computing Machinery, p. 55-64 10 p. (International Conference on Information and Knowledge Management, Proceedings).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    23 Scopus citations
  • 2019

    AutoGRD: Model recommendation through graphical dataset representation

    Cohen-Shapira, N., Rokach, L., Shapira, B., Katz, G. & Vainshtein, R., 3 Nov 2019, CIKM 2019 - Proceedings of the 28th ACM International Conference on Information and Knowledge Management. Association for Computing Machinery, p. 821-830 10 p. (International Conference on Information and Knowledge Management, Proceedings).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    33 Scopus citations
  • 2018

    A hybrid approach for automatic model recommendation

    Vainshtein, R., Greenstein-Messica, A., Katz, G., Shapira, B. & Rokach, L., 17 Oct 2018, CIKM 2018 - Proceedings of the 27th ACM International Conference on Information and Knowledge Management. Paton, N., Candan, S., Wang, H., Allan, J., Agrawal, R., Labrinidis, A., Cuzzocrea, A., Zaki, M., Srivastava, D., Broder, A. & Schuster, A. (eds.). Association for Computing Machinery, p. 1623-1626 4 p. (International Conference on Information and Knowledge Management, Proceedings).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    23 Scopus citations
  • 2016

    ExploreKit: Automatic feature generation and selection

    Katz, G., Shin, E. C. R. & Song, D., 2 Jul 2016, Proceedings - 16th IEEE International Conference on Data Mining, ICDM 2016. Bonchi, F., Domingo-Ferrer, J., Baeza-Yates, R., Zhou, Z.-H. & Wu, X. (eds.). Institute of Electrical and Electronics Engineers, p. 979-984 6 p. 7837936. (Proceedings - IEEE International Conference on Data Mining, ICDM; vol. 0).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    126 Scopus citations
  • 2015

    Sensor-Based Approach for Predicting Departure Time of Smartphone Users

    Biton, R., Katz, G. & Shabtai, A., 28 Sep 2015, Proceedings - 2nd ACM International Conference on Mobile Software Engineering and Systems, MOBILESoft 2015. Institute of Electrical and Electronics Engineers, p. 146-147 2 p. 7283050. (Proceedings - 2nd ACM International Conference on Mobile Software Engineering and Systems, MOBILESoft 2015).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    6 Scopus citations
  • Sentiment analysis in transcribed utterances

    Ofek, N., Katz, G., Shapira, B. & Bar-Zev, Y., 9 May 2015, Advances in Knowledge Discovery and Data Mining - 19th Pacific-Asia Conference, PAKDD 2015, Proceedings. Cao, T., Lim, E.-P., Ho, T.-B., Zhou, Z.-H., Motoda, H. & Cheung, D. (eds.). Springer Verlag, p. 27-38 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9078).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    7 Scopus citations
  • 2014

    Wikipedia-based query performance prediction

    Katz, G., Shtok, A., Kurland, O., Shapira, B. & Rokach, L., 3 Jul 2014, SIGIR 2014 - Proceedings of the 37th International ACM SIGIR Conference on Research and Development in Information Retrieval. Association for Computing Machinery, p. 1235-1238 4 p. (SIGIR 2014 - Proceedings of the 37th International ACM SIGIR Conference on Research and Development in Information Retrieval).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    12 Scopus citations
  • 2012

    ConfDTree: Improving decision trees using confidence intervals

    Katz, G., Shabtai, A., Rokach, L. & Ofek, N., 1 Dec 2012, Proceedings - 12th IEEE International Conference on Data Mining, ICDM 2012. p. 339-348 10 p. 6413889. (Proceedings - IEEE International Conference on Data Mining, ICDM).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    9 Scopus citations
  • Predicting student exam's scores by analyzing social network data

    Fire, M., Katz, G., Elovici, Y., Shapira, B. & Rokach, L., 6 Dec 2012, Active Media Technology - 8th International Conference, AMT 2012, Proceedings. p. 584-595 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 7669 LNCS).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    49 Scopus citations
  • 2011

    Analyzing group communication for preventing data leakage via email

    Zilberman, P., Dolev, S., Katz, G., Elovici, Y. & Shabtai, A., 22 Sep 2011, Proceedings of 2011 IEEE International Conference on Intelligence and Security Informatics, ISI 2011. p. 37-41 5 p. 5984047. (Proceedings of 2011 IEEE International Conference on Intelligence and Security Informatics, ISI 2011).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    Open Access
    19 Scopus citations
  • Using Wikipedia to boost collaborative filtering techniques

    Katz, G., Ofek, N., Shapira, B., Rokach, L. & Shani, G., 6 Dec 2011, RecSys'11 - Proceedings of the 5th ACM Conference on Recommender Systems. p. 285-288 4 p. (RecSys'11 - Proceedings of the 5th ACM Conference on Recommender Systems).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    18 Scopus citations
  • 2006

    Minimum BER criteria for DFE in optical communication system

    Katz, G. & Sadot, D., 1 Dec 2006, 2006 IEEE 24th Convention of Electrical and Electronics Engineers in Israel, IEEEI. p. 170-174 5 p. 4115271. (IEEE Convention of Electrical and Electronics Engineers in Israel, Proceedings).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review