Selected Publications:
Normalized Wasserstein Distance for Mixture Distributions with Applications in Adversarial Learning and Domain Adaptation
[paper]
Yogesh Balaji, Rama Chellappa, and Soheil Feizi
Available on arXiv.
Understanding Impacts of High-Order Loss Approximations and Features in Deep Learning Interpretation
[paper]
Sahil Singla, Eric Wallace, Shi Feng, Soheil Feizi
Available on arXiv.
Robustness Certificates Against Adversarial Examples for ReLU Networks
[paper]
Sahil Singla and Soheil Feizi
Available on arXiv.
Entropic GANs meet VAEs: A Statistical Approach to Compute Sample Likelihoods in GANs
[paper]
Yogesh Balaji, Hamed Hassani, Rama Chellappa, and Soheil Feizi
Available on arXiv.
Compressing GANs using Knowledge Distillation
[paper]
Angeline Aguinaldo, Ping-Yeh Chiang, Alex Gain, Ameya Patil, Kolten Pearson, Soheil Feizi
Available on arXiv.
Are adversarial examples inevitable?
[paper]
Ali Shafahi, W. Ronny Huang, Christoph Studer, Soheil Feizi, Tom Goldstein
Accepted at ICLR 2019.
Porcupine Neural Networks: (Almost) All Local Optima Are Global
[paper] [code]
Soheil Feizi, Hamid Javadi, Jesse Zhang, David Tse
Advances in Neural Information Processing Systems Foundation (NeurIPS), 2018.
Understanding GANs: the LQG Setting
[paper]
Soheil Feizi, Changho Suh, Fei Xia, David Tse
Available on arXiv.
Maximally Correlated Principal Component Analysis
[paper][code]
Soheil Feizi, David Tse
Available on arXiv.
Spectral Alignment of Graphs
[paper] [code]
Soheil Feizi, Gerald Quon, Mariana Mendoza, Muriel Medard, Manolis Kellis, Ali Jadbabaie
IEEE Transactions on Network Science and Engineering, 2018.
Network Infusion to Infer Information Sources in Networks
[paper]
Soheil Feizi, Muriel Medard, Gerald Quon, Manolis Kellis, Ken Duffy
IEEE Transactions on Network Science and Engineering, 2018.
Tensor Biclustering
[paper] [code]
Soheil Feizi, Hamid Javadi, David Tse
Advances in Neural Information Processing Systems Foundation (NeurIPS), 2017.
Maximum Likelihood Latent Space Embedding of Logistic Random Dot Product Graphs
[paper] [code]
Luke O'Connor, Muriel Medard, Soheil Feizi
Available on arXiv.
Biclustering Using Message Passing
[paper] [code]
Luke O'Connor* and Soheil Feizi*
Advances in Neural Information Processing Systems Foundation (NeurIPS), 2014.
Network Deconvolution as a General Method to Distinguish Direct Dependencies in Networks
[paper] [code]
Soheil Feizi, Daniel Marbach , Muriel Medard, Manolis Kellis
Nature Biotechnology 31, pp. 726-733, 2013.
Signal Processing/Information Theory
On Network Functional Compression
[paper]
Soheil Feizi, Muriel Medard
IEEE Transactions on Information Theory, Vol. 60, No. 9, 2014.
Backward Adaptation for Power Efficient Sampling
[paper]
Soheil Feizi, Georgios Angelopoulos, Vivek K Goyal, Muriel Medard
IEEE Transactions on Signal Processing, Vol. 62, No. 16, 2014.
Time-Stampless Adaptive Nonuniform Sampling for Stochastic Signals
[paper]
Soheil Feizi, Vivek K Goyal, Muriel Medard
IEEE Transactions on Signal Processing, Vol. 60, No. 10, 2012.
A Power Efficient Sensing/Communication Scheme: Joint Source-Channel-Network Coding by Using Compressive Sensing
[paper]
Soheil Feizi, Muriel Medard
Allerton Conference on Communication, Control, and Computing, 2011.
Compressive Sensing Over Networks
[paper]
Soheil Feizi, Muriel Medard, Michelle Effros
Allerton Conference on Communication, Control, and Computing, 2010.
Impulsive Noise Cancellation Based on Soft Decision and Recursion
[paper]
Sina Zahedpour, Soheil Feizi, Arash Amini, Farrokh Marvasti
IEEE Transactions on Instrumentation and Measurement, Vol. 58, No. 8, 2780-2790, 2009.
Robust Audio Data Hiding Using Correlated Quantization With Histogram-Based Detector
[paper]
Ali Akhaee, Mohammad Saberian, Soheil Feizi, Farrokh Marvasti
IEEE Transactions on Multimedia, Vol. 51, No. 6, 2009.
Biological Data Mining
Microfluidic neurite guidance to study structure-function relationships in topologically-complex population-based neural networks
[paper]
Thibault Honegger, Moritz I Thielen, Soheil Feizi, Neville E Sanjana and Joel Voldman
Scientific Reports, Vol. 6, 2016.
Integrative Analysis of 111 Reference Human Epigenomes
[paper]
Roadmap Epigenomics Consortium, et al.
Nature, 518, pp. 317-330, 2015.
Systematic Dissection and Optimization of Inducible Enhancers in Human Cells Using a Massively Parallel Reporter Assay
[paper]
A. Melnikov, A. Murugan, X. Zhang, T. Tesileanu, L. Wang, P. Rogov, Soheil Feizi, A. Gnirke, C. G Callan Jr, J. B Kinney, M. Kellis, E. S Lander and T. S Mikkelsen
Nature Biotechnology, 30, pp. 271-277, 2012.