Mehrdad Mahdavi

    Calculated based on number of publications stored in Pure and citations from Scopus
    20072024

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    • 2023

      DyFormer: A Scalable Dynamic Graph Transformer with Provable Benefits on Generalization Ability

      Cong, W., Wu, Y., Tian, Y., Gu, M., Xia, Y., Jason Chen, C. C. & Mahdavi, M., 2023, 2023 SIAM International Conference on Data Mining, SDM 2023. Society for Industrial and Applied Mathematics Publications, p. 442-450 9 p. (2023 SIAM International Conference on Data Mining, SDM 2023).

      Research output: Chapter in Book/Report/Conference proceedingConference contribution

      4 Scopus citations
    • 2022

      Tight Analysis of Extra-gradient and Optimistic Gradient Methods For Nonconvex Minimax Problems

      Mahdavinia, P., Deng, Y., Li, H. & Mahdavi, M., 2022, Advances in Neural Information Processing Systems 35 - 36th Conference on Neural Information Processing Systems, NeurIPS 2022. Koyejo, S., Mohamed, S., Agarwal, A., Belgrave, D., Cho, K. & Oh, A. (eds.). Neural information processing systems foundation, (Advances in Neural Information Processing Systems; vol. 35).

      Research output: Chapter in Book/Report/Conference proceedingConference contribution

      5 Scopus citations
    • 2021

      Meta-learning with an Adaptive Task Scheduler

      Yao, H., Wang, Y., Wei, Y., Zhao, P., Mahdavi, M., Lian, D. & Finn, C., 2021, Advances in Neural Information Processing Systems 34 - 35th Conference on Neural Information Processing Systems, NeurIPS 2021. Ranzato, M., Beygelzimer, A., Dauphin, Y., Liang, P. S. & Wortman Vaughan, J. (eds.). Neural information processing systems foundation, p. 7497-7509 13 p. (Advances in Neural Information Processing Systems; vol. 9).

      Research output: Chapter in Book/Report/Conference proceedingConference contribution

      25 Scopus citations
    • On Provable Benefits of Depth in Training Graph Convolutional Networks

      Cong, W., Ramezani, M. & Mahdavi, M., 2021, Advances in Neural Information Processing Systems 34 - 35th Conference on Neural Information Processing Systems, NeurIPS 2021. Ranzato, M., Beygelzimer, A., Dauphin, Y., Liang, P. S. & Wortman Vaughan, J. (eds.). Neural information processing systems foundation, p. 9936-9949 14 p. (Advances in Neural Information Processing Systems; vol. 12).

      Research output: Chapter in Book/Report/Conference proceedingConference contribution

      45 Scopus citations
    • 2020

      Communication-efficient k-means for Edge-based machine learning

      Lu, H., He, T., Wang, S., Liu, C., Mahdavi, M., Narayanan, V., Chan, K. S. & Pasteris, S., Nov 2020, Proceedings - 2020 IEEE 40th International Conference on Distributed Computing Systems, ICDCS 2020. Institute of Electrical and Electronics Engineers Inc., p. 595-605 11 p. 9355636. (Proceedings - International Conference on Distributed Computing Systems; vol. 2020-November).

      Research output: Chapter in Book/Report/Conference proceedingConference contribution

      1 Scopus citations
    • Learning to quantize deep neural networks: A competitive-collaborative approach

      Khan, M. F. F., Kamani, M. M., Mahdavi, M. & Narayanan, V., Jul 2020, 2020 57th ACM/IEEE Design Automation Conference, DAC 2020. Institute of Electrical and Electronics Engineers Inc., 9218576. (Proceedings - Design Automation Conference; vol. 2020-July).

      Research output: Chapter in Book/Report/Conference proceedingConference contribution

      11 Scopus citations
    • Minimal Variance Sampling with Provable Guarantees for Fast Training of Graph Neural Networks

      Cong, W., Forsati, R., Kandemir, M. & Mahdavi, M., Aug 23 2020, KDD 2020 - Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 1393-1403 11 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

      Research output: Chapter in Book/Report/Conference proceedingConference contribution

      Open Access
      59 Scopus citations
    • Mixed Precision Quantization Scheme for Re-configurable ReRAM Crossbars Targeting Different Energy Harvesting Scenarios

      Khan, M. F. F., Jao, N. A., Shuai, C., Qiu, K., Mahdavi, M. & Narayanan, V., 2020, Internet of Things. A Confluence of Many Disciplines - 2nd IFIP International Cross-Domain Conference, IFIPIoT 2019, Revised Selected Papers. Casaca, A., Katkoori, S., Ray, S. & Strous, L. (eds.). Springer, p. 197-216 20 p. (IFIP Advances in Information and Communication Technology; vol. 574 IFIP).

      Research output: Chapter in Book/Report/Conference proceedingConference contribution

      1 Scopus citations
    • Targeted Data-driven Regularization for Out-of-Distribution Generalization

      Kamani, M. M., Farhang, S., Mahdavi, M. & Wang, J. Z., Aug 23 2020, KDD 2020 - Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 882-891 10 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

      Research output: Chapter in Book/Report/Conference proceedingConference contribution

      Open Access
      8 Scopus citations
    • 2019

      Learning Feature Nonlinearities with Regularized Binned Regression

      Oymak, S., Mahdavi, M. & Chen, J., Jul 2019, 2019 IEEE International Symposium on Information Theory, ISIT 2019 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 1452-1456 5 p. 8849541. (IEEE International Symposium on Information Theory - Proceedings; vol. 2019-July).

      Research output: Chapter in Book/Report/Conference proceedingConference contribution

    • Trading redundancy for communication: Speeding up Distributed SGD for Non-convex Optimization \

      Haddadpour, F., Kamani, M. M., Mahdavi, M. & Cadambe, V. R., 2019, 36th International Conference on Machine Learning, ICML 2019. International Machine Learning Society (IMLS), p. 4497-4527 31 p. (36th International Conference on Machine Learning, ICML 2019; vol. 2019-June).

      Research output: Chapter in Book/Report/Conference proceedingConference contribution

      15 Scopus citations
    • 2016

      Train and test tightness of lp relaxations in structured prediction

      Meshi, O., Mahdavi, M., Weiler, A. & Sontag, D., 2016, 33rd International Conference on Machine Learning, ICML 2016. Weinberger, K. Q. & Balcan, M. F. (eds.). International Machine Learning Society (IMLS), p. 2652-2664 13 p. (33rd International Conference on Machine Learning, ICML 2016; vol. 4).

      Research output: Chapter in Book/Report/Conference proceedingConference contribution

      7 Scopus citations
    • 2012

      Multiple kernel learning from noisy labels by stochastic programming

      Yang, T., Mahdavi, M., Jin, R., Zhang, L. & Zhou, Y., 2012, Proceedings of the 29th International Conference on Machine Learning, ICML 2012. p. 233-240 8 p. (Proceedings of the 29th International Conference on Machine Learning, ICML 2012; vol. 1).

      Research output: Chapter in Book/Report/Conference proceedingConference contribution

      16 Scopus citations
    • Nyström method vs random Fourier features: A theoretical and empirical comparison

      Yang, T., Li, Y. F., Mahdavi, M., Jin, R. & Zhou, Z. H., 2012, Advances in Neural Information Processing Systems 25: 26th Annual Conference on Neural Information Processing Systems 2012, NIPS 2012. p. 476-484 9 p. (Advances in Neural Information Processing Systems; vol. 1).

      Research output: Chapter in Book/Report/Conference proceedingConference contribution

      250 Scopus citations
    • Online kernel selection: Algorithms and evaluations

      Yang, T., Mahdavi, M., Jin, R., Yi, J. & Hoi, S. C. H., 2012, AAAI-12 / IAAI-12 - Proceedings of the 26th AAAI Conference on Artificial Intelligence and the 24th Innovative Applications of Artificial Intelligence Conference. p. 1197-1203 7 p. (Proceedings of the National Conference on Artificial Intelligence; vol. 2).

      Research output: Chapter in Book/Report/Conference proceedingConference contribution

      11 Scopus citations
    • Robust ensemble clustering by matrix completion

      Yi, J., Yang, T., Jin, R., Jain, A. K. & Mahdavi, M., 2012, Proceedings - 12th IEEE International Conference on Data Mining, ICDM 2012. p. 1176-1181 6 p. 6413733. (Proceedings - IEEE International Conference on Data Mining, ICDM).

      Research output: Chapter in Book/Report/Conference proceedingConference contribution

      Open Access
      77 Scopus citations
    • Stochastic gradient descent with only one projection

      Mahdavi, M., Yang, T., Jin, R., Zhu, S. & Yi, J., 2012, Advances in Neural Information Processing Systems 25: 26th Annual Conference on Neural Information Processing Systems 2012, NIPS 2012. p. 494-502 9 p. (Advances in Neural Information Processing Systems; vol. 1).

      Research output: Chapter in Book/Report/Conference proceedingConference contribution

      41 Scopus citations
    • 2009

      Effective page recommendation algorithms based on distributed learning automata

      Forsati, R., Rahbar, A. & Mahdavi, M., 2009, 4th International Multi-Conference on Computing in the Global Information Technology, ICCGI 2009. p. 41-46 6 p. 5279774. (4th International Multi-Conference on Computing in the Global Information Technology, ICCGI 2009).

      Research output: Chapter in Book/Report/Conference proceedingConference contribution

      2 Scopus citations
    • 2008

      An efficient algorithm for bandwidth-delay constrained least cost multicast routing

      Forsati, R., Mahdavi, M., Haghighat, A. T. & Ghariniyat, A., 2008, IEEE Canadian Conference on Electrical and Computer Engineering, Proceedings, CCECE 2008. p. 1641-1645 5 p. 4564820. (Canadian Conference on Electrical and Computer Engineering).

      Research output: Chapter in Book/Report/Conference proceedingConference contribution

      10 Scopus citations
    • Bandwidth-delay constrained least cost multicast routing for multimedia communication

      Mahdavi, M., Forsati, R. & Movaghar, A., 2008, Advances in Computer Science and Engineering - 13th International CSI Computer Conference, CSICC 2008, Revised Selected Papers. p. 737-740 4 p. (Communications in Computer and Information Science; vol. 6 CCIS).

      Research output: Chapter in Book/Report/Conference proceedingConference contribution

    • Hybridization of K-means and harmony search methods for web page clustering

      Forsati, R., Meybodi, M. R., Mahdavi, M. & Neiat, A. G., 2008, Proceedings - 2008 IEEE/WIC/ACM International Conference on Web Intelligence, WI 2008. p. 329-335 7 p. 4740468. (Proceedings - 2008 IEEE/WIC/ACM International Conference on Web Intelligence, WI 2008).

      Research output: Chapter in Book/Report/Conference proceedingConference contribution

      41 Scopus citations
    • Web page clustering using harmony search optimization

      Forsati, R., Mahdavi, M., Kangavari, M. & Safarkhani, B., 2008, IEEE Canadian Conference on Electrical and Computer Engineering, Proceedings, CCECE 2008. p. 1601-1604 4 p. 4564812. (Canadian Conference on Electrical and Computer Engineering).

      Research output: Chapter in Book/Report/Conference proceedingConference contribution

      39 Scopus citations