Faculty Publications - Joseph Gonzalez

Articles in journals or magazines

  • I. Stoica, D. Song, R. A. Popa, D. A. Patterson, M. W. Mahoney, R. H. Katz, A. D. Joseph, M. Jordan, J. M. Hellerstein, J. Gonzalez, and et al, "A berkeley view of systems challenges for AI," arXiv preprint arXiv:1712.05855, 2017.
  • I. Stoica, D. Song, R. A. Popa, D. A. Patterson, M. W. Mahoney, R. H. Katz, A. D. Joseph, M. Jordan, J. M. Hellerstein, J. Gonzalez, and et al, "A berkeley view of systems challenges for ai," arXiv preprint arXiv:1712.05855, 2017.

Articles in conference proceedings

  • A. Dave, C. Leung, R. A. Popa, J. Gonzalez, and I. Stoica, "Oblivious Coopetitive Analytics Using Hardware Enclaves," in Proceedings of the Fifteenth European Conference on Computer Systems, EuroSys ’20, New York, NY, USA: Association for Computing Machinery, 2020.
  • P. Jain, A. Jain, A. Nrusimha, A. Gholami, P. Abbeel, K. Keutzer, I. Stoica, and J. Gonzalez, "Checkmate: Breaking the Memory Wall with Optimal Tensor Rematerialization," in Proceedings of Machine Learning and Systems 2020, Machine Learning and Systems, 2020, pp. 497--511.
  • R. Garcia, V. Sreekanti, N. Yadwadkar, D. Crankshaw, J. Gonzalez, and J. M. Hellerstein, "Context: The missing piece in the machine learning lifecycle," in KDD CMI Workshop, Vol. 114, 2018.
  • B. Wu, A. Wan, X. Yue, P. Jin, S. Zhao, N. Golmant, A. Gholaminejad, J. Gonzalez, and K. Keutzer, "Shift: A zero flop, zero parameter alternative to spatial convolutions," in Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2018, pp. 9127--9135.
  • X. Pan, S. Jegelka, J. E. Gonzalez, J. K. Bradley, and M. Jordan, "Parallel Double Greedy Submodular Maximization," in Advances in Neural Information Processing Systems 27, 2014.
  • X. Pan, J. E. Gonzalez, S. Jegelka, T. Broderick, and M. Jordan, "Optimistic concurrency control for distributed unsupervised learning," in Advances in Neural Information Processing Systems 26, 2013, pp. 1403--1411.

Technical Reports

Masters Reports

Miscellaneous

  • R. Garcia, E. Liu, V. Sreekanti, B. Yan, A. Dandamudi, J. Gonzalez, J. M. Hellerstein, and K. Sen, "Hindsight Logging for Model Training," 2020.