Yue M. Lu

IEEE Trans. Inf. Theory, November, 2024

A Random Matrix Theory Perspective on the Spectrum of Learned Features and Asymptotic Generalization Capabilities.

[BibT_eX]

[DOI]

CoRR, 2024

Asymptotic theory of in-context learning by linear attention.

[BibT_eX]

[DOI]

Mary I. Letey

Jacob A. Zavatone-Veth

Anindita Maiti

Cengiz Pehlevan

CoRR, 2024

Asymptotics of Random Feature Regression Beyond the Linear Scaling Regime.

[BibT_eX]

[DOI]

Theodor Misiakiewicz

CoRR, 2024

A Convergence Analysis of Approximate Message Passing with Non-Separable Functions and Applications to Multi-Class Classification.

[BibT_eX]

[DOI]

Burak Çakmak

Manfred Opper

Proceedings of the IEEE International Symposium on Information Theory, 2024

Asymptotics of feature learning in two-layer networks after one gradient-step.

[BibT_eX]

[DOI]

Proceedings of the Forty-first International Conference on Machine Learning, 2024

2023

Universality Laws for High-Dimensional Learning With Random Features.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, March, 2023

Keynote Speaker #2 : Exploring and exploiting the universality phenomenon in high-dimensional estimation and learning.

[BibT_eX]

[DOI]

Proceedings of the 12th International Conference on Control, 2023

2022

SLOPE for Sparse Linear Regression: Asymptotics and Optimal Regularization.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2022

Sharp Asymptotics of Kernel Ridge Regression Beyond the Linear Regime.

[BibT_eX]

[DOI]

CoRR, 2022

Analysis of Random Sequential Message Passing Algorithms for Approximate Inference.

[BibT_eX]

[DOI]

Burak Çakmak

Manfred Opper

CoRR, 2022

2021

Householder Dice: A Matrix-Free Algorithm for Simulating Dynamics on Gaussian and Random Orthogonal Ensembles.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2021

Phase Transitions in Transfer Learning for High-Dimensional Perceptrons.

[BibT_eX]

[DOI]

Entropy, 2021

Construction of optimal spectral methods in phase retrieval.

[BibT_eX]

[DOI]

Proceedings of the Mathematical and Scientific Machine Learning, 2021

On the Inherent Regularization Effects of Noise Injection During Training.

[BibT_eX]

[DOI]

Proceedings of the 38th International Conference on Machine Learning, 2021

2020

Preparation of "Ion-Imprinting" Difunctional Magnetic Fluorescent Nanohybrid and Its Application to Detect Cadmium Ions.

[BibT_eX]

[DOI]

Sensors, 2020

The Limiting Poisson Law of Massive MIMO Detection With Box Relaxation.

[BibT_eX]

[DOI]

IEEE J. Sel. Areas Inf. Theory, 2020

A Precise Performance Analysis of Learning with Random Features.

[BibT_eX]

[DOI]

CoRR, 2020

The role of regularization in classification of high-dimensional noisy Gaussian mixture.

[BibT_eX]

[DOI]

CoRR, 2020

Generalization error in high-dimensional perceptrons: Approaching Bayes error with convex optimization.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

2019

MMSE Approximation For Sparse Coding Algorithms Using Stochastic Resonance.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2019

Optimal Spectral Initialization for Signal Recovery With Applications to Phase Retrieval.

[BibT_eX]

[DOI]

Wangyu Luo

Wael Alghamdi

IEEE Trans. Signal Process., 2019

Nonconvex Optimization Meets Low-Rank Matrix Factorization: An Overview.

[BibT_eX]

[DOI]

Yuejie Chi

Yuxin Chen

IEEE Trans. Signal Process., 2019

Super Resolution Phase Retrieval for Sparse Signals.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2019

A Solvable High-Dimensional Model of GAN.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019

Asymptotics and Optimal Designs of SLOPE for Sparse Linear Regression.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Information Theory, 2019

Generalized Approximate Survey Propagation for High-Dimensional Estimation.

[BibT_eX]

[DOI]

Carlo Lucibello

Luca Saglietti

Proceedings of the 36th International Conference on Machine Learning, 2019

2018

Sparse Representation in Fourier and Local Bases Using ProSparse: A Probabilistic Analysis.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2018

Streaming PCA and Subspace Tracking: The Missing Data Case.

[BibT_eX]

[DOI]

Laura Balzano

Yuejie Chi

Proc. IEEE, 2018

Subspace Estimation From Incomplete Observations: A High-Dimensional Analysis.

[BibT_eX]

[DOI]

Yonina C. Eldar

IEEE J. Sel. Top. Signal Process., 2018

Improving Pursuit Algorithms Using Stochastic Resonance.

[BibT_eX]

[DOI]

CoRR, 2018

Phase Retrieval via Polytope Optimization: Geometry, Phase Transitions, and New Algorithms.

[BibT_eX]

[DOI]

Christos Thrampoulidis

CoRR, 2018

Online Power Iteration For Subspace Estimation Under Incomplete Observations: Limiting Dynamics And Phase Transitions.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE Statistical Signal Processing Workshop, 2018

2017

Understanding Symmetric Smoothing Filters: A Gaussian Mixture Model Perspective.

[BibT_eX]

[DOI]

IEEE Trans. Image Process., 2017

Scaling Limit: Exact and Tractable Analysis of Online Learning Algorithms with Applications to Regularized Regression and PCA.

[BibT_eX]

[DOI]

Jonathan Mattingly

CoRR, 2017

Phase Transitions of Spectral Initialization for High-Dimensional Nonconvex Estimation.

[BibT_eX]

[DOI]

Gen Li

CoRR, 2017

The Scaling Limit of High-Dimensional Online Independent Component Analysis.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 30: Annual Conference on Neural Information Processing Systems 2017, 2017

Spectral initialization for nonconvex estimation: High-dimensional limit and phase transitions.

[BibT_eX]

[DOI]

Gen Li

Proceedings of the 2017 IEEE International Symposium on Information Theory, 2017

Learning optimal parameters for binary sensing image reconstruction algorithms.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE International Conference on Image Processing, 2017

Multiprocessor approximate message passing with column-wise partitioning.

[BibT_eX]

[DOI]

Yanting Ma

Dror Baron

Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

Fundamental limits of phasemax for phase retrieval: A replica analysis.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE 7th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2017

Phase retrieval via linear programming: Fundamental limits and algorithmic improvements.

[BibT_eX]

[DOI]

Christos Thrampoulidis

Proceedings of the 55th Annual Allerton Conference on Communication, 2017

2016

Sampling Sparse Signals on the Sphere: Algorithms and Applications.

[BibT_eX]

[DOI]

Ivan Dokmanic

IEEE Trans. Signal Process., 2016

Decomposition of Space-Variant Blur in Image Deconvolution.

[BibT_eX]

[DOI]

Filip Sroubek

Jan Kamenický

IEEE Signal Process. Lett., 2016

Kaczmarz Method for Solving Quadratic Equations.

[BibT_eX]

[DOI]

Yuejie Chi

IEEE Signal Process. Lett., 2016

Matched signal detection on graphs: Theory and application to brain imaging data classification.

[BibT_eX]

[DOI]

NeuroImage, 2016

Sparsity according to Prony: Average-Case Performance Analysis and Phase Transition.

[BibT_eX]

[DOI]

Jon Oñativia

CoRR, 2016

Demystifying Symmetric Smoothing Filters.

[BibT_eX]

[DOI]

CoRR, 2016

A parallel primal-dual interior-point method for DC optimal power flow.

[BibT_eX]

[DOI]

Ariana Minot

Na Li

Proceedings of the Power Systems Computation Conference, 2016

Online learning for sparse PCA in high dimensions: Exact dynamics and phase transitions.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE Information Theory Workshop, 2016

Prosparse denoise: Prony's based sparse pattern recovery in the presence of noise.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE International Conference on Acoustics, 2016

2015

Randomized Kaczmarz Algorithm for Inconsistent Linear Systems: An Exact MSE Analysis.

[BibT_eX]

[DOI]

CoRR, 2015

Optimal Detection of Random Walks on Graphs: Performance Analysis via Statistical Physics.

[BibT_eX]

[DOI]

CoRR, 2015

Understanding symmetric smoothing filters via Gaussian mixtures.

[BibT_eX]

[DOI]

Proceedings of the 2015 IEEE International Conference on Image Processing, 2015

Sparsity pattern recovery using FRI methods.

[BibT_eX]

[DOI]

Proceedings of the 2015 IEEE International Conference on Acoustics, 2015

Sampling spherical finite rate of innovation signals.

[BibT_eX]

[DOI]

Ivan Dokmanic

Proceedings of the 2015 IEEE International Conference on Acoustics, 2015

Multiscale guided deblurring: Chromatic aberration correction in color and near-infrared imaging.

[BibT_eX]

[DOI]

Proceedings of the 23rd European Signal Processing Conference, 2015

Gradient-based correction of chromatic aberration in the joint acquisition of color and near-infrared images.

[BibT_eX]

[DOI]

Proceedings of the Digital Photography XI, 2015

Blind calibration of multi-channel samplers using sparse recovery.

[BibT_eX]

[DOI]

Proceedings of the 6th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2015

Phase retrieval using iterative projections: Dynamics in the large systems limit.

[BibT_eX]

[DOI]

Gen Li

Yuantao Gu

Proceedings of the 53rd Annual Allerton Conference on Communication, 2015

2014

On Sparse Representation in Fourier and Local Bases.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2014

Monte Carlo Non-Local Means: Random Sampling for Large-Scale Image Filtering.

[BibT_eX]

[DOI]

IEEE Trans. Image Process., 2014

Finite dimensional FRI.

[BibT_eX]

[DOI]

Pier Luigi Dragoni

Proceedings of the IEEE International Conference on Acoustics, 2014

Efficient image reconstruction for gigapixel quantum image sensors.

[BibT_eX]

[DOI]

Proceedings of the 2014 IEEE Global Conference on Signal and Information Processing, 2014

Randomized Kaczmarz algorithms: Exact MSE analysis and optimal sampling probabilities.

[BibT_eX]

[DOI]

Proceedings of the 2014 IEEE Global Conference on Signal and Information Processing, 2014

Separation of interleaved Markov chains.

[BibT_eX]

[DOI]

Ariana Minot

Proceedings of the 48th Asilomar Conference on Signals, Systems and Computers, 2014

Optimal hypothesis testing with combinatorial structure: Detecting random walks on graphs.

[BibT_eX]

[DOI]

Proceedings of the 48th Asilomar Conference on Signals, Systems and Computers, 2014

2013

A Spectral Graph Uncertainty Principle.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2013

Phase Retrieval for Sparse Signals: Uniqueness Conditions.

[BibT_eX]

[DOI]

CoRR, 2013

A graph theoretical regression model for brain connectivity learning of Alzheimer'S disease.

[BibT_eX]

[DOI]

Proceedings of the 10th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2013

Matched Signal Detection on Graphs: Theory and Application to Brain Network Classification.

[BibT_eX]

[DOI]

Proceedings of the Information Processing in Medical Imaging, 2013

A novel compressive sensing approach to simultaneously acquire color and near-infrared images on a single sensor.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2013

Fast non-local filtering by random sampling: It works, especially for large images.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2013

Detecting randomwalks hidden in noise: Phase transition on large graphs.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2013

A framework for adaptive parameter estimation with finite memory.

[BibT_eX]

[DOI]

Proceedings of the IEEE Global Conference on Signal and Information Processing, 2013

ALARM: A logistic auto-regressive model for binary processes on networks.

[BibT_eX]

[DOI]

Proceedings of the IEEE Global Conference on Signal and Information Processing, 2013

Adaptive sensing and inference for single-photon imaging.

[BibT_eX]

[DOI]

Proceedings of the 47th Annual Conference on Information Sciences and Systems, 2013

2012

Bits From Photons: Oversampled Image Acquisition Using Binary Poisson Statistics.

[BibT_eX]

[DOI]

IEEE Trans. Image Process., 2012

Multidimensional Filter Banks and Multiscale Geometric Representations.

[BibT_eX]

[DOI]

Found. Trends Signal Process., 2012

Graph-based regularization for color image demosaicking.

[BibT_eX]

[DOI]

Chenhui Hu

Lin Cheng

Proceedings of the 19th IEEE International Conference on Image Processing, 2012

Blind estimation and low-rate sampling of sparse mimo systems with common support.

[BibT_eX]

[DOI]

Ying Xiong

Proceedings of the 2012 IEEE International Conference on Acoustics, 2012

Uncertainty principles for signals defined on graphs: Bounds and characterizations.

[BibT_eX]

[DOI]

Proceedings of the 2012 IEEE International Conference on Acoustics, 2012

Optimum spectral sensitivity functions for single sensor color imaging.

[BibT_eX]

[DOI]

Proceedings of the Digital Photography VIII, 2012

2011

Gigapixel Binary Sensing: Image Acquisition Using Oversampled One-Bit Poisson Statistics

[BibT_eX]

[DOI]

CoRR, 2011

Correlation-based joint acquisition and demosaicing of visible and near-infrared images.

[BibT_eX]

[DOI]

Proceedings of the 18th IEEE International Conference on Image Processing, 2011

Sampling and reconstructing diffusion fields with localized sources.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2011

Sparse spectral factorization: Unicity and reconstruction algorithms.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2011

Can one hear the shape of a room: The 2-D polygonal case.

[BibT_eX]

[DOI]

Ivan Dokmanic

Proceedings of the IEEE International Conference on Acoustics, 2011

Localization of diffusive sources using spatiotemporal measurements.

[BibT_eX]

[DOI]

Proceedings of the 49th Annual Allerton Conference on Communication, 2011

2010

Distributed sampling of signals linked by sparse filtering: theory and applications.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2010

Demosaicking by Alternating Projections: Theory and Fast One-Step Implementation.

[BibT_eX]

[DOI]

Mina Karzand

IEEE Trans. Image Process., 2010

Learning sparse systems at sub-Nyquist rates: A frequency-domain approach.

[BibT_eX]

[DOI]

Martin McCormick

Proceedings of the IEEE International Conference on Acoustics, 2010

An optimal algorithm for reconstructing images from binary measurements.

[BibT_eX]

[DOI]

Proceedings of the Computational Imaging VIII, 2010

2009

A computable fourier condition generating alias-free sampling lattices.

[BibT_eX]

[DOI]

Richard S. Laugesen

IEEE Trans. Signal Process., 2009

Designing color filter arrays for the joint capture of visible and near-infrared images.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Image Processing, 2009

Distributed sensing of signals linked by sparse filtering.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2009

Spatial super-resolution of a diffusion field by temporal oversampling in sensor networks.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2009

Optimal color filter array design: quantitative conditions and an efficient search procedure.

[BibT_eX]

[DOI]

Proceedings of the Digital Photography V, 2009

Iterative demosaicking accelerated: theory and fast noniterative implementations.

[BibT_eX]

[DOI]

Mina Karzand

Proceedings of the Computational Imaging VII, 2009

2008

A Theory for Sampling Signals From a Union of Subspaces.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2008

A Mapping-Based Design for Nonsubsampled Hourglass Filter Banks in Arbitrary Dimensions.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2008

Sampling Signals from a Union of Subspaces.

[BibT_eX]

[DOI]

IEEE Signal Process. Mag., 2008

Assessing the challenges of environmental signal processing through the sensorscope project.

[BibT_eX]

[DOI]

Guillermo Barrenetxea

François Ingelrest

Proceedings of the IEEE International Conference on Acoustics, 2008

2007

Multidimensional Geometrical Signal Representation: Constructions and Applications

[BibT_eX]

[DOI]

PhD thesis, 2007

Multidimensional Directional Filter Banks and Surfacelets.

[BibT_eX]

[DOI]

IEEE Trans. Image Process., 2007

Finding Optimal Integral Sampling Lattices for a given Frequency Support in Multidimensions.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Image Processing, 2007

Image interpolation using multiscale geometric representations.

[BibT_eX]

[DOI]

Nickolaus Mueller

Proceedings of the Computational Imaging V, San Jose, 2007

2006

A New Contourlet Transform with Sharp Frequency Localization.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Image Processing, 2006

2005

The finer directional wavelet transform [image processing applications].

[BibT_eX]

[DOI]

Proceedings of the 2005 IEEE International Conference on Acoustics, 2005

2004

A geometrical approach to sampling signals with finite rate of innovation.

[BibT_eX]

[DOI]