Daniel Deutch

Professor

20062024

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  • 2024

    Optimizing Counterfactual-based Analysis of Machine Learning Models Through Databases

    Arie, A. B., Deutch, D., Frost, N., Horesh, Y. & Meyuhas, I., 18 Mar 2024, Advances in Database Technology - EDBT. 3 ed. OpenProceedings.org, p. 597-609 13 p. (Advances in Database Technology - EDBT; vol. 27, no. 3).

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

  • Predicting Fact Contributions from Query Logs with Machine Learning

    Arad, D., Deutch, D. & Frost, N., 18 Mar 2024, Advances in Database Technology - EDBT. 3 ed. OpenProceedings.org, p. 704-716 13 p. (Advances in Database Technology - EDBT; vol. 27, no. 3).

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

  • 2023

    Answering Questions by Meta-Reasoning over Multiple Chains of Thought

    Yoran, O., Wolfson, T., Bogin, B., Katz, U., Deutch, D. & Berant, J., 2023, EMNLP 2023 - 2023 Conference on Empirical Methods in Natural Language Processing, Proceedings. Bouamor, H., Pino, J. & Bali, K. (eds.). Association for Computational Linguistics (ACL), p. 5942-5966 25 p. (EMNLP 2023 - 2023 Conference on Empirical Methods in Natural Language Processing, Proceedings).

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

  • 2022

    CFDB: Machine Learning Model Analysis via Databases of CounterFactuals

    Meyuhas, I., Ben Arie, A., Horesh, Y. & Deutch, D., 10 Jun 2022, SIGMOD 2022 - Proceedings of the 2022 International Conference on Management of Data. Association for Computing Machinery, p. 2401-2404 4 p. (Proceedings of the ACM SIGMOD International Conference on Management of Data).

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

    1 Scopus citations
  • Computing the Shapley Value of Facts in Query Answering

    Deutch, D., Frost, N., Kimelfeld, B. & Monet, M., 10 Jun 2022, SIGMOD 2022 - Proceedings of the 2022 International Conference on Management of Data. Association for Computing Machinery, p. 1570-1583 14 p. (Proceedings of the ACM SIGMOD International Conference on Management of Data).

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

    Open Access
    7 Scopus citations
  • exML: An Explainable Maximum Likelihood Tool for Proportion Estimation in DNA Data

    Bergman, A., Slon, V. & Deutch, D., 17 Oct 2022, CIKM 2022 - Proceedings of the 31st ACM International Conference on Information and Knowledge Management. Association for Computing Machinery, p. 4818-4822 5 p. (International Conference on Information and Knowledge Management, Proceedings).

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

  • LearnShapley: Learning to Predict Rankings of Facts Contribution Based on Query Logs

    Arad, D., Deutch, D. & Frost, N., 17 Oct 2022, CIKM 2022 - Proceedings of the 31st ACM International Conference on Information and Knowledge Management. Association for Computing Machinery, p. 4788-4792 5 p. (International Conference on Information and Knowledge Management, Proceedings).

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

    3 Scopus citations
  • ShapGraph: An Holistic View of Explanations through Provenance Graphs and Shapley Values

    Davidson, S., Deutch, D., Frost, N., Kimelfeld, B., Koren, O. & Monet, M., 10 Jun 2022, SIGMOD 2022 - Proceedings of the 2022 International Conference on Management of Data. Association for Computing Machinery, p. 2373-2376 4 p. (Proceedings of the ACM SIGMOD International Conference on Management of Data).

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

    3 Scopus citations
  • Theory and Practice of Provenance

    Deutch, D., Malik, T. & Chapman, A., 10 Jun 2022, SIGMOD 2022 - Proceedings of the 2022 International Conference on Management of Data. Association for Computing Machinery, p. 2544-2545 2 p. (Proceedings of the ACM SIGMOD International Conference on Management of Data).

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

  • Weakly Supervised Text-to-SQL Parsing through Question Decomposition

    Wolfson, T., Deutch, D. & Berant, J., 2022, Findings of the Association for Computational Linguistics: NAACL 2022 - Findings. Association for Computational Linguistics (ACL), p. 2528-2542 15 p. (Findings of the Association for Computational Linguistics: NAACL 2022 - Findings).

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

    5 Scopus citations
  • 2021

    Explanations for Data Repair through Shapley Values

    Deutch, D., Frost, N., Gilad, A. & Sheffer, O., 26 Oct 2021, CIKM 2021 - Proceedings of the 30th ACM International Conference on Information and Knowledge Management. Association for Computing Machinery, p. 362-371 10 p. (International Conference on Information and Knowledge Management, Proceedings).

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

    7 Scopus citations
  • PITA: Privacy through provenance abstraction

    Deutch, D., Frankenthal, A., Gilad, A. & Moskovitch, Y., Apr 2021, Proceedings - 2021 IEEE 37th International Conference on Data Engineering, ICDE 2021. IEEE Computer Society, p. 2713-2716 4 p. 9458839. (Proceedings - International Conference on Data Engineering; vol. 2021-April).

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

  • 2020

    Equivalence-Invariant Algebraic Provenance for Hyperplane Update Queries

    Bourhis, P., Deutch, D. & Moskovitch, Y., 14 Jun 2020, SIGMOD 2020 - Proceedings of the 2020 ACM SIGMOD International Conference on Management of Data. Association for Computing Machinery, p. 415-429 15 p. (Proceedings of the ACM SIGMOD International Conference on Management of Data).

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

    Open Access
    3 Scopus citations
  • Explaining missing query results in natural language

    Deutch, D., Frost, N., Gilad, A. & Haimovich, T., 2020, Advances in Database Technology - EDBT 2020: 23rd International Conference on Extending Database Technology, Proceedings. Bonifati, A., Zhou, Y., Vaz Salles, M. A., Bohm, A., Olteanu, D., Fletcher, G., Khan, A. & Yang, B. (eds.). OpenProceedings.org, p. 427-430 4 p. (Advances in Database Technology - EDBT; vol. 2020-March).

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

    4 Scopus citations
  • On Multiple Semantics for Declarative Database Repairs

    Gilad, A., Deutch, D. & Roy, S., 14 Jun 2020, SIGMOD 2020 - Proceedings of the 2020 ACM SIGMOD International Conference on Management of Data. Association for Computing Machinery, p. 817-831 15 p. (Proceedings of the ACM SIGMOD International Conference on Management of Data).

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

    Open Access
    8 Scopus citations
  • T-REx: Table Repair Explanations

    Deutch, D., Frost, N., Gilad, A. & Sheffer, O., 14 Jun 2020, SIGMOD 2020 - Proceedings of the 2020 ACM SIGMOD International Conference on Management of Data. Association for Computing Machinery, p. 2765-2768 4 p. (Proceedings of the ACM SIGMOD International Conference on Management of Data).

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

    Open Access
    2 Scopus citations
  • 2019

    COBRA: Compression via abstraction of provenance for hypothetical reasoning

    Deutch, D., Moskovitch, Y. & Rinetzky, N., Apr 2019, Proceedings - 2019 IEEE 35th International Conference on Data Engineering, ICDE 2019. IEEE Computer Society, p. 2016-2019 4 p. 8731529. (Proceedings - International Conference on Data Engineering; vol. 2019-April).

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

    Open Access
  • Constraints-based explanations of classifications

    Deutch, D. & Frost, N., Apr 2019, Proceedings - 2019 IEEE 35th International Conference on Data Engineering, ICDE 2019. IEEE Computer Society, p. 530-541 12 p. 8731490. (Proceedings - International Conference on Data Engineering; vol. 2019-April).

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

    12 Scopus citations
  • Explaining queries over web tables to non-experts

    Berant, J., Deutch, D., Globerson, A., Milo, T. & Wolfson, T., Apr 2019, Proceedings - 2019 IEEE 35th International Conference on Data Engineering, ICDE 2019. IEEE Computer Society, p. 1570-1573 4 p. 8731342. (Proceedings - International Conference on Data Engineering; vol. 2019-April).

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

    Open Access
    6 Scopus citations
  • Hypothetical reasoning via provenance abstraction

    Deutch, D., Moskovitch, Y. & Rinetzky, N., 25 Jun 2019, SIGMOD 2019 - Proceedings of the 2019 International Conference on Management of Data. Association for Computing Machinery, p. 537-554 18 p. (Proceedings of the ACM SIGMOD International Conference on Management of Data).

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

    Open Access
    11 Scopus citations
  • Just in time: Personal temporal insights for altering model decisions

    Boer, N., Deutch, D., Frost, N. & Milo, T., Apr 2019, Proceedings - 2019 IEEE 35th International Conference on Data Engineering, ICDE 2019. IEEE Computer Society, p. 1988-1991 4 p. 8731476. (Proceedings - International Conference on Data Engineering; vol. 2019-April).

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

    Open Access
    3 Scopus citations
  • Reverse-engineering conjunctive queries from provenance examples

    Deutch, D. & Gilad, A., 2019, Advances in Database Technology - EDBT 2019: 22nd International Conference on Extending Database Technology, Proceedings. Kaoudi, Z., Herschel, M., Binnig, C., Reinwald, B., Galhardas, H. & Fundulaki, I. (eds.). OpenProceedings.org, p. 277-288 12 p. (Advances in Database Technology - EDBT; vol. 2019-March).

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

    12 Scopus citations
  • 2018

    CEC: Constraints based explanation for classifications

    Deutch, D. & Frost, N., 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. 1879-1882 4 p. (International Conference on Information and Knowledge Management, Proceedings).

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

    4 Scopus citations
  • Interactive inference of sparql queries using provenance

    Abramovitz, E., Deutch, D. & Gilad, A., 24 Oct 2018, Proceedings - IEEE 34th International Conference on Data Engineering, ICDE 2018. Institute of Electrical and Electronics Engineers Inc., p. 581-592 12 p. 8509280. (Proceedings - IEEE 34th International Conference on Data Engineering, ICDE 2018).

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

    9 Scopus citations
  • Preserving privacy of fraud detection rule sharing using Intel's SGX

    Deutch, D., Ginzberg, Y. & Milo, T., 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. 1935-1938 4 p. (International Conference on Information and Knowledge Management, Proceedings).

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

    2 Scopus citations
  • Towards hypothetical reasoning using distributed provenance

    Deutch, D., Moskovitch, Y., Polack Gadassi, I. & Rinetzky, N., 2018, Advances in Database Technology - EDBT 2018: 21st International Conference on Extending Database Technology, Proceedings. Bohlen, M., Pichler, R., May, N., Rahm, E., Wu, S-H. & Hose, K. (eds.). OpenProceedings.org, p. 461-464 4 p. (Advances in Database Technology - EDBT; vol. 2018-March).

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

    2 Scopus citations
  • 2017

    Data citation: A computational challenge

    Davidson, S. B., Buneman, P., Deutch, D., Milo, T. & Silvello, G., 9 May 2017, PODS 2017 - Proceedings of the 36th ACM SIGMOD-SIGACT-SIGAI Symposium on Principles of Database Systems. Association for Computing Machinery, p. 1-4 4 p. (Proceedings of the ACM SIGACT-SIGMOD-SIGART Symposium on Principles of Database Systems; vol. Part F127745).

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

    Open Access
    8 Scopus citations
  • POLYTICS: Provenance-based analytics of data-centric applications

    Bourhis, P., Deutch, D. & Moskovitch, Y., 16 May 2017, Proceedings - 2017 IEEE 33rd International Conference on Data Engineering, ICDE 2017. IEEE Computer Society, p. 1373-1374 2 p. 7930079. (Proceedings - International Conference on Data Engineering).

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

    1 Scopus citations
  • Possible and certain answers for queries over order-incomplete data

    Amarilli, A., Ba, M. L., Deutch, D. & Senellart, P., 1 Oct 2017, 24th International Symposium on Temporal Representation and Reasoning, TIME 2017. Schewe, S., Wijsen, J. & Schneider, T. (eds.). Schloss Dagstuhl- Leibniz-Zentrum fur Informatik GmbH, Dagstuhl Publishing, 4. (Leibniz International Proceedings in Informatics, LIPIcs; vol. 90).

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

    1 Scopus citations
  • 2016

    Analyzing data-centric applications: Why, what-if, and how-to

    Bourhis, P., Deutch, D. & Moskovitch, Y., 22 Jun 2016, 2016 IEEE 32nd International Conference on Data Engineering, ICDE 2016. Institute of Electrical and Electronics Engineers Inc., p. 779-790 12 p. 7498289. (2016 IEEE 32nd International Conference on Data Engineering, ICDE 2016).

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

    9 Scopus citations
  • PROX: Approximated summarization of data provenance

    Ainy, E., Bourhis, P., Davidson, S. B., Deutch, D. & Milo, T., 2016, Advances in Database Technology - EDBT 2016: 19th International Conference on Extending Database Technology, Proceedings. Manolescu, I., Pitoura, E., Marian, A., Maabout, S., Tanca, L., Koutrika, G. & Stefanidis, K. (eds.). OpenProceedings.org, p. 620-623 4 p. (Advances in Database Technology - EDBT; vol. 2016-March).

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

    2 Scopus citations
  • QPlain: Query by explanation

    Deutch, D. & Gilad, A., 22 Jun 2016, 2016 IEEE 32nd International Conference on Data Engineering, ICDE 2016. Institute of Electrical and Electronics Engineers Inc., p. 1358-1361 4 p. 7498344. (2016 IEEE 32nd International Conference on Data Engineering, ICDE 2016).

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

    15 Scopus citations
  • 2015

    Approximated summarization of data provenance

    Ainy, E., Bourhis, P., Davidson, S. B., Deutch, D. & Milo, T., 17 Oct 2015, CIKM 2015 - Proceedings of the 24th ACM International Conference on Information and Knowledge Management. Association for Computing Machinery, p. 483-492 10 p. (International Conference on Information and Knowledge Management, Proceedings; vol. 19-23-Oct-2015).

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

    32 Scopus citations
  • SelP: Selective tracking and presentation of data provenance

    Deutch, D., Gilad, A. & Moskovitch, Y., 26 May 2015, 2015 IEEE 31st International Conference on Data Engineering, ICDE 2015. IEEE Computer Society, p. 1484-1487 4 p. 7113407. (Proceedings - International Conference on Data Engineering; vol. 2015-May).

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

    7 Scopus citations
  • Towards web-scale how-provenance

    Deutch, D., Gilad, A. & Moskovitch, Y., 19 Jun 2015, ICDEW 2015 - 2015 IEEE 31st International Conference on Data Engineering Workshops. IEEE Computer Society, p. 68-70 3 p. 7129547. (Proceedings - International Conference on Data Engineering; vol. 2015-June).

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

  • 2014

    Circuits for Datalog Provenance

    Deutch, D., Milo, T., Roy, S. & Tannen, V., 2014, Proc. 17th International Conference on Database Theory (ICDT), Athens, Greece, March 24-28, 2014. Schweikardt, N., Christophides, V. & Leroy, V. (eds.). OpenProceedings.org, p. 201-212 12 p.

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

  • 2012

    Declarative platform for data sourcing games

    Deutch, D., Greenshpan, O., Kostenko, B. & Milo, T., 2012, WWW'12 - Proceedings of the 21st Annual Conference on World Wide Web. p. 779-788 10 p. (WWW'12 - Proceedings of the 21st Annual Conference on World Wide Web).

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

    10 Scopus citations
  • Finding optimal probabilistic generators for XML collections

    Abiteboul, S., Amsterdamer, Y., Deutch, D., Milo, T. & Senellart, P., 2012, Database Theory - ICDT 2012: 15th International Conference on Database Technology, Proceedings. p. 127-139 13 p. (ACM International Conference Proceeding Series).

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

    Open Access
    3 Scopus citations
  • Mob data sourcing

    Deutch, D. & Milo, T., 2012, SIGMOD '12 - Proceedings of the International Conference on Management of Data. p. 581-583 3 p. (Proceedings of the ACM SIGMOD International Conference on Management of Data).

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

    4 Scopus citations
  • Provenance for web 2.0 data

    Bienvenu, M., Deutch, D. & Suchanek, F. M., 2012, Secure Data Management - 9th VLDB Workshop, SDM 2012, Proceedings. p. 148-155 8 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 7482 LNCS).

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

    4 Scopus citations
  • 2011

    A quest for beauty and wealth (or, Business Processes for Database Researchers)

    Deutch, D. & Milo, T., 2011, PODS'11 - Proceedings of the 30th Symposium on Principles of Database Systems. p. 1-12 12 p. (Proceedings of the ACM SIGACT-SIGMOD-SIGART Symposium on Principles of Database Systems).

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

    Open Access
    14 Scopus citations
  • On provenance minimization

    Amsterdamer, Y., Deutch, D., Milo, T. & Tannen, V., 2011, PODS'11 - Proceedings of the 30th Symposium on Principles of Database Systems. p. 141-152 12 p. (Proceedings of the ACM SIGACT-SIGMOD-SIGART Symposium on Principles of Database Systems).

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

    Open Access
    12 Scopus citations
  • On the optimality of top-k algorithms for Interactive Web Applications

    Amsterdamer, Y., Deutch, D. & Milo, T., 2011, Proceedings of the 14th International Workshop on the Web and Databases 2011, WebDB 2011, Athens, Greece, June 12, 2011. Marian, A. & Vassalos, V. (eds.).

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

  • Process Oriented Development for effective data analysis of military distributed simulation

    Minkov, Y., Deutch, D., Novoselski, M., Dor, D., Peleg, A. & Kiperman, E., 2011, Spring Simulation Interoperability Workshop 2011, 2011 Spring SIW. p. 48-56 9 p. (Spring Simulation Interoperability Workshop 2011, 2011 Spring SIW).

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

    1 Scopus citations
  • Provenance for aggregate queries

    Amsterdamer, Y., Deutch, D. & Tannen, V., 2011, PODS'11 - Proceedings of the 30th Symposium on Principles of Database Systems. p. 153-164 12 p. (Proceedings of the ACM SIGACT-SIGMOD-SIGART Symposium on Principles of Database Systems).

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

    Open Access
    130 Scopus citations
  • Querying probabilistic business processes for sub-flows

    Deutch, D., 2011, Database Theory - ICDT 2011: 14th International Conference on Database Theory, Proceedings. Association for Computing Machinery, p. 54-65 12 p. (ACM International Conference Proceeding Series).

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

    3 Scopus citations
  • Using Markov Chain Monte Carlo to play Trivia

    Deutch, D., Greenshpan, O., Kostenko, B. & Milo, T., 2011, 2011 IEEE 27th International Conference on Data Engineering, ICDE 2011. p. 1308-1311 4 p. 5767941. (Proceedings - International Conference on Data Engineering).

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

    11 Scopus citations
  • 2010

    Navigating through mashed-up applications with COMPASS

    Deutch, D., Greenshpan, O. & Milo, T., 2010, 26th IEEE International Conference on Data Engineering, ICDE 2010 - Conference Proceedings. p. 1117-1120 4 p. 5447771. (Proceedings - International Conference on Data Engineering).

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

    3 Scopus citations
  • On probabilistic fixpoint and Markov chain query languages

    Deutch, D., Koch, C. & Milo, T., 2010, PODS'10 - Proceedings of the 29th ACM SIGMOD-SIGACT-SIGART Symposium on Principles of Database Systems. p. 215-225 11 p. (Proceedings of the ACM SIGACT-SIGMOD-SIGART Symposium on Principles of Database Systems).

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

    Open Access
    20 Scopus citations
  • 2009

    Evaluating TOP-K queries over business processes

    Deutch, D. & Milo, T., 2009, Proceedings - 25th IEEE International Conference on Data Engineering, ICDE 2009. p. 1195-1198 4 p. 4812499. (Proceedings - International Conference on Data Engineering).

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

    12 Scopus citations