| 2024 | ICLR | Towards a statistical theory of data selection under weak supervision. | Germain Kolossov, Andrea Montanari, Pulkit Tandon |
| 2024 | ISCC | Wearable Device Positioning for Activity Recognition and Monitoring. | Andrea Montanari, Alexandra Marele, Francesco Franco, Francesco Poggi, Luca Bedogni |
| 2024 | KDD | Scaling Training Data with Lossy Image Compression. | Katherine L. Mentzer, Andrea Montanari |
| 2023 | ICML | Compressing Tabular Data via Latent Variable Estimation. | Andrea Montanari, Eric Weiner |
| 2022 | COLT | Universality of empirical risk minimization. | Andrea Montanari, Basil Saeed |
| 2022 | COLT | High-Dimensional Projection Pursuit: Outer Bounds and Applications to Interpolation in Neural Networks. | Kangjie Zhou, Andrea Montanari |
| 2022 | FOCS | Sampling from the Sherrington-Kirkpatrick Gibbs measure via algorithmic stochastic localization. | Ahmed El Alaoui, Andrea Montanari, Mark Sellke |
| 2021 | COLT | Learning with invariances in random features and kernel models. | Song Mei, Theodor Misiakiewicz, Andrea Montanari |
| 2020 | COLT | The estimation error of general first order methods. | Michael Celentano, Andrea Montanari, Yuchen Wu |
| 2019 | AISTATS | On the Connection Between Learning Two-Layer Neural Networks and Tensor Decomposition. | Marco Mondelli, Andrea Montanari |
| 2019 | COLT | Mean-field theory of two-layers neural networks: dimension-free bounds and kernel limit. | Song Mei, Theodor Misiakiewicz, Andrea Montanari |
| 2019 | FOCS | Optimization of the Sherrington-Kirkpatrick Hamiltonian. | Andrea Montanari |
| 2019 | ICML | An Instability in Variational Inference for Topic Models. | Behrooz Ghorbani, Hamid Javadi, Andrea Montanari |
| 2019 | SODA | The threshold for SDP-refutation of random regular NAE-3SAT. | Yash Deshpande, Andrea Montanari, Ryan O'Donnell, Tselil Schramm, Subhabrata Sen |
| 2018 | COLT | Fundamental Limits of Weak Recovery with Applications to Phase Retrieval. | Marco Mondelli, Andrea Montanari |
| 2017 | COLT | Solving SDPs for synchronization and MaxCut problems via the Grothendieck inequality. | Song Mei, Theodor Misiakiewicz, Andrea Montanari, Roberto Imbuzeiro Oliveira |
| 2017 | ISIT | Universality of the elastic net error. | Andrea Montanari, Phan-Minh Nguyen |
| 2017 | STOC | How well do local algorithms solve semidefinite programs? | Zhou Fan, Andrea Montanari |
| 2016 | ISIT | Asymptotic mutual information for the binary stochastic block model. | Yash Deshpande, Emmanuel Abbe, Andrea Montanari |
| 2016 | STOC | Semidefinite programs on sparse random graphs and their application to community detection. | Andrea Montanari, Subhabrata Sen |
| 2015 | AAAI | Privacy-Utility Trade-Off for Time-Series with Application to Smart-Meter Data. | Murat A. Erdogdu, Nadia Fawaz, Andrea Montanari |
| 2015 | AMIA | A Low-Cost Method for Multiple Disease Prediction. | Mohsen Bayati, Sonia Bhaskar, Andrea Montanari |
| 2015 | COLT | Improved Sum-of-Squares Lower Bounds for Hidden Clique and Hidden Submatrix Problems. | Yash Deshpande, Andrea Montanari |
| 2014 | ICML | Learning Mixtures of Linear Classifiers. | Yuekai Sun, Stratis Ioannidis, Andrea Montanari |
| 2014 | ISIT | Information-theoretically optimal sparse PCA. | Yash Deshpande, Andrea Montanari |
| 2014 | SIGMETRICS | Privacy tradeoffs in predictive analytics. | Stratis Ioannidis, Andrea Montanari, Udi Weinsberg, Smriti Bhagat, Nadia Fawaz, Nina Taft |
| 2012 | ISIT | Universality in polytope phase transitions and iterative algorithms. | Mohsen Bayati, Marc Lelarge, Andrea Montanari |
| 2012 | ISIT | Information-theoretically optimal compressed sensing via spatial coupling and approximate message passing. | David L. Donoho, Adel Javanmard, Andrea Montanari |
| 2012 | ISIT | Subsampling at information theoretically optimal rates. | Adel Javanmard, Andrea Montanari |
| 2012 | SODA | The set of solutions of random XORSAT formulae. | Morteza Ibrahimi, Yashodhan Kanoria, Matt Kraning, Andrea Montanari |
| 2012 | UAI | Guess Who Rated This Movie: Identifying Users Through Subspace Clustering. | Amy Zhang, Nadia Fawaz, Stratis Ioannidis, Andrea Montanari |
| 2011 | ACSSC | Robust max-product belief propagation. | Morteza Ibrahimi, Adel Javanmard, Yashodhan Kanoria, Andrea Montanari |
| 2011 | ISIT | Information theoretic limits on learning stochastic differential equations. | Jos Bento, Morteza Ibrahimi, Andrea Montanari |
| 2011 | ISIT | Compressed Sensing over ℓ | David L. Donoho, Iain M. Johnstone, Arian Maleki, Andrea Montanari |
| 2011 | ISIT | Localization from incomplete noisy distance measurements. | Adel Javanmard, Andrea Montanari |
| 2011 | SODA | Fast Convergence of Natural Bargaining Dynamics in Exchange Networks. | Yashodhan Kanoria, Mohsen Bayati, Christian Borgs, Jennifer T. Chayes, Andrea Montanari |
| 2011 | SIGMETRICS | Gossip PCA. | Satish Babu Korada, Andrea Montanari, Sewoong Oh |
| 2010 | CISS | Analysis of approximate message passing algorithm. | Arian Maleki, Andrea Montanari |
| 2010 | DATE | Statistical static timing analysis using Markov chain Monte Carlo. | Yashodhan Kanoria, Subhasish Mitra, Andrea Montanari |
| 2010 | ICALP | Tight Thresholds for Cuckoo Hashing via XORSAT. | Martin Dietzfelbinger, Andreas Goerdt, Michael Mitzenmacher, Andrea Montanari, Rasmus Pagh, Michael Rink |
| 2010 | ISIT | The dynamics of message passing on dense graphs, with applications to compressed sensing. | Mohsen Bayati, Andrea Montanari |
| 2010 | ISIT | On the deletion channel with small deletion probability. | Yashodhan Kanoria, Andrea Montanari |
| 2010 | ISIT | Regularization for matrix completion. | Raghunandan H. Keshavan, Andrea Montanari |
| 2010 | ISIT | An empirical scaling law for polar codes. | Satish Babu Korada, Andrea Montanari, Emre Telatar, Rdiger L. Urbanke |
| 2010 | STOC | Message passing algorithms: a success looking for theoreticians. | Andrea Montanari |
| 2009 | DCC | An Implementable Scheme for Universal Lossy Compression of Discrete Markov Sources. | Shirin Jalali, Andrea Montanari, Tsachy Weissman |
| 2009 | FOCS | Convergence to Equilibrium in Local Interaction Games. | Andrea Montanari, Amin Saberi |
| 2009 | ISIT | Matrix completion from a few entries. | Raghunandan H. Keshavan, Sewoong Oh, Andrea Montanari |
| 2009 | ITW | An iterative scheme for near optimal and universal lossy compression. | Shirin Jalali, Andrea Montanari, Tsachy Weissman |
| 2009 | SODA | Generating random graphs with large girth. | Mohsen Bayati, Andrea Montanari, Amin Saberi |
| 2008 | ISIT | The slope scaling parameter for general channels, decoders, and ensembles. | Jeremie Ezri, Andrea Montanari, Sewoong Oh, Rdiger L. Urbanke |
| 2008 | ISIT | Computing the threshold shift for general channels. | Jeremie Ezri, Rdiger L. Urbanke, Andrea Montanari, Sewoong Oh |
| 2008 | ISIT | Smooth compression, Gallager bound and nonlinear sparse-graph codes. | Andrea Montanari, Elchanan Mossel |
| 2008 | ITW | Counter Braids. | Yi Lu, Andrea Montanari, Balaji Prabhakar |
| 2008 | SIGMETRICS | Counter braids: a novel counter architecture for per-flow measurement. | Yi Lu, Andrea Montanari, Balaji Prabhakar, Sarang Dharmapurikar, Abdul Kabbani |
| 2007 | FOCS | Reconstruction for Models on Random Graphs. | Antoine Gerschenfeld, Andrea Montanari |
| 2007 | ISIT | A Generalization of the Finite-Length Scaling Approach Beyond the BEC. | Jeremie Ezri, Andrea Montanari, Rdiger L. Urbanke |
| 2007 | ISIT | Asymptotic Rate versus Design Rate. | Cyril Measson, Andrea Montanari, Rdiger L. Urbanke |
| 2007 | SODA | Counting good truth assignments of random | Andrea Montanari, Devavrat Shah |
| 2006 | ISIT | Analytic Determination of Scaling Parameters. | Abdelaziz Amraoui, Andrea Montanari, Rdiger L. Urbanke |
| 2006 | ITW | Analysis of Belief Propagation for Non-Linear Problems: The Example of CDMA (or: How to Prove Tanaka's Formula). | Andrea Montanari, David Tse |
| 2005 | ISIT | Maximum a posteriori decoding and turbo codes for general memoryless channels. | Cyril Masson, Rdiger L. Urbanke, Andrea Montanari, Thomas J. Richardson |
| 2005 | ITW | Finite-length scaling of irregular LDPC code ensembles. | Abdelaziz Amraoui, Rdiger L. Urbanke, Andrea Montanari |
| 2004 | ISIT | Further results on finite-length scaling for iteratively decoded LDPC ensembles. | Abdelaziz Amraoui, Rdiger L. Urbanke, Andrea Montanari, Thomas J. Richardson |
| 2004 | ISIT | Weight distributions of LDPC code ensembles: combinatorics meets statistical physics. | Changyan Di, Andrea Montanari, Rdiger L. Urbanke |
| 2004 | ISIT | Maxwell's construction: the hidden bridge between maximum-likelihood and iterative decoding. | Cyril Measson, Andrea Montanari, Rdiger L. Urbanke |
| 2004 | ISIT | Tight bounds for LDPC codes under MAP decoding. | Andrea Montanari |