← Authors

Sundeep Rangan

15 papers · 2008–2022 · 3 conferences · across top CS/AI conferences

Achievements

πŸƒ Academic Marathon (14) πŸŒ‰ Interdisciplinary Bridge 🐣 Hot Topic Early Bird 🌈 Renaissance Researcher (6) πŸ—ΊοΈ Taxonomy Completionist (10) 🧭 Keyword Pioneer 🐝 Cross-Pollinator (12) 🌍 Conference Polyglot (3) 🌟 Keyword Trendsetter Combo (5) πŸ† Keyword Champion (5) 🀝 Dynamic Duo (12) πŸ”₯ Unstoppable (6) πŸ’Ž Century Club (15) πŸ“ˆ Trend Setter πŸ—ƒοΈ Keyword Collector (76)

Conferences

NIPS (11) ICML (3) AISTATS (1)

Top co-authors

Alyson K. Fletcher (12) Parthe Pandit (6) Mojtaba Sahraee-Ardakan (5) Philip Schniter (3) Mojtaba Sahraee Ardakan (3) Melikasadat Emami (3) Vivek Goyal (2) Alyson K Fletcher (2) Aniruddha Bhargava (1) Michael Unser (1)

Keywords

approximate message passing (6) compressed sensing (5) compressive sensing (3) parameter estimation (3) sparse recovery (3) belief propagation (2) high-dimensional estimation (2) bayesian inference (2) state evolution (2) asymptotic analysis (2) high-dimensional statistics (2) double descent (2) linear inverse problem (2) image reconstruction (1) high-dimensional inference (1) sparse coding (1) expectation maximization (1) ridge regression (1) matrix factorization (1) message passing (1)

Papers

Instability and Local Minima in GAN Training with Kernel Discriminators NIPS 2022
Asymptotics of Ridge Regression in Convolutional Models ICML 2021
Implicit Bias of Linear RNNs ICML 2021
Generalization Error of Generalized Linear Models in High Dimensions ICML 2020
Matrix Inference and Estimation in Multi-Layer Models NIPS 2020
Input-Output Equivalence of Unitary and Contractive RNNs NIPS 2019
Sparse Multivariate Bernoulli Processes in High Dimensions AISTATS 2019
Plug-in Estimation in High-Dimensional Linear Inverse Problems: A Rigorous Analysis NIPS 2018
Rigorous Dynamics and Consistent Estimation in Arbitrarily Conditioned Linear Systems NIPS 2017
Scalable Inference for Neuronal Connectivity from Calcium Imaging NIPS 2014
Approximate Message Passing with Consistent Parameter Estimation and Applications to Sparse Learning NIPS 2012
Neural Reconstruction with Approximate Message Passing (NeuRAMP) NIPS 2011
Asymptotic Analysis of MAP Estimation via the Replica Method and Compressed Sensing NIPS 2009
Orthogonal Matching Pursuit From Noisy Random Measurements: A New Analysis NIPS 2009
Resolution Limits of Sparse Coding in High Dimensions NIPS 2008