Publications
Noise-Response Analysis of Deep Neural Networks Quantifies Robustness and Fingerprints Structural Malware.
Proceedings of the 2021 SIAM International Conference on Data Mining (SDM). 100-108.
(2021). Noisy Recurrent Neural Networks.
Advances in Neural Information Processing Systems Conference. 34,
(2021). Parallel Local Graph Clustering.
Proceedings of the VLDB Endowment. 9(12),
(2016). Q-BERT: Hessian Based Ultra Low Precision Quantization of BERT.
Proceedings of the AAAI-20 Conference.
(2020).
(2014).
(2014). A Short Introduction to Local Graph Clustering Methods and Software.
Abstracts of the 7th International Conference on Complex Networks and Their Applications.
(2018). A Simple and Strongly-Local Flow-Based Method for Cut Improvement.
Proceedings of the 33rd ICML Conference.
(2016).
(2015). Statistical Mechanics Methods for Discovering Knowledge from Modern Production Quality Neural Networks.
Proceedings of the 25th Annual SIGKDD. 3239-3240.
(2019). Sub-sampled Newton Methods with Non-uniform Sampling.
Proceedings of the 2016 NIPS Conference.
(2016). Traditional and Heavy-Tailed Self Regularization in Neural Network Models.
Proceeding of the 36th ICML Conference. 4284-4293.
(2019). Trust Region Based Adversarial Attack on Neural Networks.
Proceedings of the 32nd CVPR Conference. 11350-11359.
(2019). Unified Acceleration Method for Packing and Covering Problems via Diameter Reduction.
Proceedings of the 43rd ICALP Conference.
(2015). Using Local Spectral Methods to Robustify Graph-Based Learning Algorithms.
Proceedings of the 21st Annual SIGKDD.
(2015). Weighted SGD for ℓp Regression with Randomized Preconditioning.
Proceedings of the 27th Annual SODA Conference. 558-569.
(2015). Alchemist: An Apache Spark <=> MPI Interface.
Concurrency and Computation: Practice and Experience (Special Issue of the Cray User Group, CUG 2018), e5026.
(2018). DCAR: A Discriminative and Compact Audio Representation for Audio Processing.
IEEE Transactions on Multimedia. PP(99),
(2017). Group Collaborative Representation for Image Set Classification.
International Journal of Computer Vision. 1-26.
(2018). Identifying Important Ions and Positions in Mass Spectrometry Imaging Data Using CUR Matrix Decompositions.
Analytical Chemistry. 87(9), 4658-4666.
(2015). LSAR: Efficient Leverage Score Sampling Algorithm for the Analysis of Big Time Series Data.
Journal of Machine Learning Research. 23, 1-36.
(2022). Mapping the Similarities of Spectra: Global and Locally-biased Approaches to SDSS Galaxy Data.
The Astrophysical Journal.
(2016). A New Spin on an Old Algorithm: Technical Perspective on "Communication Costs of Strassen's Matrix Multiplication".
Communications of the ACM. 57(2), 106.
(2014). RandNLA: Randomized Numerical Linear Algebra.
Communications of the ACM. 59, 80-90.
(2016). Shallow neural networks for fluid flow reconstruction with limited sensors.
Proceedings of the Royal Society A. 476(2238),
(2020).