Sundeep Rangan

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

Achievements

+10 more ↓

🧭 Keyword Pioneer 🌍 Conference Polyglot (3) 🌉 Interdisciplinary Bridge 🗺️ Taxonomy Completionist (10) 🏃 Academic Marathon (14)

🧭 Keyword Pioneer 🐝 Cross-Pollinator (12) 🌍 Conference Polyglot (3) 🌟 Keyword Trendsetter Combo (5) 🏆 Keyword Champion (5) 🤝 Dynamic Duo (12) 🔥 Unstoppable (6) 💎 Century Club (15) 📈 Trend Setter 🗃️ 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