Publications
Accelerating Large-Scale Data Analysis by Offloading to High-Performance Computing Libraries using Alchemist.
Proceedings of the 24th Annual SIGKDD. 293-301.
(2018).
(2021). Adversarially-Trained Deep Nets Transfer Better: Illustration on Image Classification.
International Conference on Learning Representations.
(2021). Alchemist: An Apache Spark <=> MPI Interface.
Concurrency and Computation: Practice and Experience (Special Issue of the Cray User Group, CUG 2018), e5026.
(2018). ANODEV2: A Coupled Neural ODE Evolution Framework.
Proceedings of the 2019 NeurIPS Conference.
(2019).
(2014).
(2016).
(2016). DCAR: A Discriminative and Compact Audio Representation for Audio Processing.
IEEE Transactions on Multimedia. PP(99),
(2017). A discriminative and compact audio representation for event detection.
Proceedings of the 2016 ACM Conference on Multimedia (MM '16). 57-61.
(2016). Distributed estimation of the inverse Hessian by determinantal averaging.
Proceedings of the 2019 NeurIPS Conference.
(2019). Error Estimation for Randomized Least-Squares Algorithms via the Bootstrap.
Proceedings of the 35th ICML Conference. 3223-3232.
(2018).
(2016).
(2014).
(2015).
Feature-distributed sparse regression: a screen-and-clean approach.
Proceedings of the 2016 NIPS Conference.
(2016).
(2016). GPU Accelerated Sub-Sampled Newton's Method.
Proceedings of the 2019 SDM Conference. 702-710.
(2019). Group Collaborative Representation for Image Set Classification.
International Journal of Computer Vision. 1-26.
(2018). HAWQ: Hessian AWare Quantization of Neural Networks with Mixed-Precision.
Proceedings of ICCV 2019.
(2019).
(2021). Heavy-Tailed Universality Predicts Trends in Test Accuracies for Very Large Pre-Trained Deep Neural Networks.
Proceedings of 2020 SDM Conference.
(2020). Hessian-based Analysis of Large Batch Training and Robustness to Adversaries.
Proceedings of the 2018 NeurIPS Conference. 4954-4964.
(2018).
(2021).
Identifying Important Ions and Positions in Mass Spectrometry Imaging Data Using CUR Matrix Decompositions.
Analytical Chemistry. 87(9), 4658-4666.
(2015).