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Outlier-robust Mean Estimation near the Breakdown Point via Sum-of-Squares
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2025
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Hongjie Chen
Devarajan Sridharan
David Steurer
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Outlier-robust Mean Estimation near the Breakdown Point via
Sum-of-Squares
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2024
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Hongjie Chen
Devarajan Sridharan
David Steurer
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Dimension Reduction via Sum-of-Squares and Improved Clustering
Algorithms for Non-Spherical Mixtures
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2024
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Peter Anderson
Mitali Bafna
Rares-Darius Buhai
Pravesh K. Kothari
David Steurer
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Robust Mixture Learning when Outliers Overwhelm Small Groups
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2024
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Daniil Dmitriev
Rares-Darius Buhai
Stefan Tiegel
A.A. Wolters
Gleb Novikov
Amartya Sanyal
David Steurer
Fanny Yang
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Private Graphon Estimation via Sum-of-Squares
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2024
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Hongjie Chen
Jingqiu Ding
Tommaso d'Orsi
Yiding Hua
Chih-Hung Liu
David Steurer
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PDF
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Private Edge Density Estimation for Random Graphs: Optimal, Efficient
and Robust
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2024
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Hongjie Chen
Jingqiu Ding
Yiding Hua
David Steurer
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PDF
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Semirandom Planted Clique and the Restricted Isometry Property
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2024
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Jarosław Błasiok
Rares-Darius Buhai
Pravesh K. Kothari
David Steurer
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PDF
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Private graphon estimation via sum-of-squares
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2024
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Hongjie Chen
Jingqiu Ding
Tommaso d'Orsi
Yiding Hua
Chih-Hung Liu
David Steurer
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Algorithms Approaching the Threshold for Semi-random Planted Clique
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2023
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Rares-Darius Buhai
Pravesh K. Kothari
David Steurer
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Private estimation algorithms for stochastic block models and mixture models
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2023
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Hongjie Chen
Vincent Cohen-Addad
Tommaso d'Orsi
Alessandro Epasto
Jacob Imola
David Steurer
Stefan Tiegel
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PDF
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Higher degree sum-of-squares relaxations robust against oblivious outliers
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2023
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Tommaso d'Orsi
Rajai Nasser
Gleb Novikov
David Steurer
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Robust Mean Estimation Without Moments for Symmetric Distributions
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2023
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Gleb Novikov
David Steurer
Stefan Tiegel
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Reaching Kesten-Stigum Threshold in the Stochastic Block Model under Node Corruptions
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2023
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Jingqiu Ding
Tommaso d'Orsi
Yiding Hua
David Steurer
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PDF
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Robust recovery for stochastic block models
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2022
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Jingqiu Ding
Tommaso d'Orsi
Rajai Nasser
David Steurer
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Fast algorithm for overcomplete order-3 tensor decomposition
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2022
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Jingqiu Ding
Tommaso d'Orsi
Chih-Hung Liu
Stefan Tiegel
David Steurer
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Higher degree sum-of-squares relaxations robust against oblivious outliers
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2022
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Tommaso d'Orsi
Rajai Nasser
Gleb Novikov
David Steurer
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Algorithms approaching the threshold for semi-random planted clique
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2022
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Rares-Darius Buhai
Pravesh K. Kothari
David Steurer
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PDF
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Beyond Parallel Pancakes: Quasi-Polynomial Time Guarantees for
Non-Spherical Gaussian Mixtures
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2021
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Rares-Darius Buhai
David Steurer
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Consistent Estimation for PCA and Sparse Regression with Oblivious Outliers
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2021
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Tommaso d'Orsi
Chih-Hung Liu
Rajai Nasser
Gleb Novikov
David Steurer
Stefan Tiegel
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Consistent Estimation for PCA and Sparse Regression with Oblivious Outliers
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2021
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Tommaso d'Orsi
Chih-Hung Liu
Rajai Nasser
Gleb Novikov
David Steurer
Stefan Tiegel
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PDF
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Playing unique games on certified small-set expanders
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2021
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Mitali Bafna
Boaz Barak
Pravesh K. Kothari
Tselil Schramm
David Steurer
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SoS Degree Reduction with Applications to Clustering and Robust Moment Estimation
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2021
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David Steurer
Stefan Tiegel
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PDF
Chat
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SoS Degree Reduction with Applications to Clustering and Robust Moment Estimation
|
2021
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David Steurer
Stefan Tiegel
|
+
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Robust recovery for stochastic block models
|
2021
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Jingqiu Ding
Tommaso d'Orsi
Rajai Nasser
David Steurer
|
+
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Beyond Parallel Pancakes: Quasi-Polynomial Time Guarantees for Non-Spherical Gaussian Mixtures
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2021
|
Rares-Darius Buhai
David Steurer
|
+
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Consistent Estimation for PCA and Sparse Regression with Oblivious Outliers
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2021
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Tommaso d'Orsi
Chih-Hung Liu
Rajai Nasser
Gleb Novikov
David Steurer
Stefan Tiegel
|
+
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SoS Degree Reduction with Applications to Clustering and Robust Moment Estimation
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2021
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David Steurer
Stefan Tiegel
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+
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Sparse PCA: Algorithms, Adversarial Perturbations and Certificates.
|
2020
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Tommaso d'Orsi
Pravesh K. Kothari
Gleb Novikov
David Steurer
|
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PDF
Chat
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Sparse PCA: Algorithms, Adversarial Perturbations and Certificates
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2020
|
Tommaso d'Orsi
Pravesh K. Kothari
Gleb Novikov
David Steurer
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Regress Consistently when Oblivious Outliers Overwhelm.
|
2020
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Tommaso d'Orsi
Gleb Novikov
David Steurer
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Estimating Rank-One Spikes from Heavy-Tailed Noise via Self-Avoiding Walks
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2020
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Jingqiu Ding
Samuel B. Hopkins
David Steurer
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+
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Estimating Rank-One Spikes from Heavy-Tailed Noise via Self-Avoiding Walks
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2020
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Jingqiu Ding
Samuel B. Hopkins
David Steurer
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+
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Consistent regression when oblivious outliers overwhelm
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2020
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Tommaso d'Orsi
Gleb Novikov
David Steurer
|
+
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Sparse PCA: Algorithms, Adversarial Perturbations and Certificates
|
2020
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Tommaso d'Orsi
Pravesh K. Kothari
Gleb Novikov
David Steurer
|
+
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Playing Unique Games on Certified Small-Set Expanders
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2020
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Mitali Bafna
Boaz Barak
Pravesh K. Kothari
Tselil Schramm
David Steurer
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PDF
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HIGH DIMENSIONAL ESTIMATION VIA SUM-OF-SQUARES PROOFS
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2019
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Prasad Raghavendra
Tselil Schramm
David Steurer
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Small-Set Expansion in Shortcode Graph and the 2-to-2 Conjecture
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2018
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Boaz Barak
Pravesh K. Kothari
David Steurer
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Small-Set Expansion in Shortcode Graph and the 2-to-2 Conjecture.
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2018
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Boaz Barak
Pravesh K. Kothari
David Steurer
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Small-Set Expansion in Shortcode Graph and the 2-to-2 Conjecture.
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2018
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Boaz Barak
Pravesh K. Kothari
David Steurer
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+
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High-dimensional estimation via sum-of-squares proofs
|
2018
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Prasad Raghavendra
Tselil Schramm
David Steurer
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The power of sum-of-squares for detecting hidden structures
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2017
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Samuel B. Hopkins
Pravesh K. Kothari
Aaron Potechin
Prasad Raghavendra
Tselil Schramm
David Steurer
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Efficient Bayesian Estimation from Few Samples: Community Detection and Related Problems
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2017
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Samuel B. Hopkins
David Steurer
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PDF
Chat
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The Power of Sum-of-Squares for Detecting Hidden Structures
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2017
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Samuel B. Hopkins
Pravesh K. Kothari
Aaron Potechin
Prasad Raghavendra
Tselil Schramm
David Steurer
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Bayesian estimation from few samples: community detection and related problems
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2017
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Samuel B. Hopkins
David Steurer
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+
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Fast and robust tensor decomposition with applications to dictionary learning.
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2017
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Tselil Schramm
David Steurer
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+
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Exact tensor completion with sum-of-squares
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2017
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Aaron Potechin
David Steurer
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+
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Quantum entanglement, sum of squares, and the log rank conjecture
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2017
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Boaz Barak
Pravesh K. Kothari
David Steurer
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+
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Exact tensor completion with sum-of-squares
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2017
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Aaron Potechin
David Steurer
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+
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Fast and robust tensor decomposition with applications to dictionary learning
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2017
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Tselil Schramm
David Steurer
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+
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Outlier-robust moment-estimation via sum-of-squares
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2017
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Pravesh K. Kothari
David Steurer
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+
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Bayesian estimation from few samples: community detection and related problems
|
2017
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Samuel B. Hopkins
David Steurer
|
+
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Exact tensor completion with sum-of-squares
|
2017
|
Aaron Potechin
David Steurer
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+
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The power of sum-of-squares for detecting hidden structures
|
2017
|
Samuel B. Hopkins
Pravesh K. Kothari
Aaron Potechin
Prasad Raghavendra
Tselil Schramm
David Steurer
|
+
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Quantum entanglement, sum of squares, and the log rank conjecture
|
2017
|
Boaz Barak
Pravesh K. Kothari
David Steurer
|
+
PDF
Chat
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Approximate Constraint Satisfaction Requires Large LP Relaxations
|
2016
|
Siu On Chan
James R. Lee
Prasad Raghavendra
David Steurer
|
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PDF
Chat
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Polynomial-Time Tensor Decompositions with Sum-of-Squares
|
2016
|
Tengyu Ma
Jonathan Shi
David Steurer
|
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PDF
Chat
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Fast spectral algorithms from sum-of-squares proofs: tensor decomposition and planted sparse vectors
|
2016
|
Samuel B. Hopkins
Tselil Schramm
Jonathan Shi
David Steurer
|
+
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Polynomial-time Tensor Decompositions with Sum-of-Squares
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2016
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Tengyu Ma
Jonathan Shi
David Steurer
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+
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Speeding up sum-of-squares for tensor decomposition and planted sparse vectors
|
2015
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Samuel B. Hopkins
Tselil Schramm
Jonathan Shi
David Steurer
|
+
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Fast spectral algorithms from sum-of-squares proofs: tensor decomposition and planted sparse vectors
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2015
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Samuel B. Hopkins
Tselil Schramm
Jonathan Shi
David Steurer
|
+
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Tensor principal component analysis via sum-of-squares proofs
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2015
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Samuel B. Hopkins
Jonathan Shi
David Steurer
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+
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Tensor principal component analysis via sum-of-square proofs.
|
2015
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Samuel B. Hopkins
Jonathan Shi
David Steurer
|
+
PDF
Chat
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Lower Bounds on the Size of Semidefinite Programming Relaxations
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2015
|
James R. Lee
Prasad Raghavendra
David Steurer
|
+
PDF
Chat
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Dictionary Learning and Tensor Decomposition via the Sum-of-Squares Method
|
2015
|
Boaz Barak
Jonathan A. Kelner
David Steurer
|
+
PDF
Chat
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A parallel repetition theorem for entangled projection games
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2015
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Irit Dinur
David Steurer
Thomas Vidick
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Beating the random assignment on constraint satisfaction problems of bounded degree
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2015
|
Boaz Barak
Ankur Moitra
Ryan O’Donnell
Prasad Raghavendra
Oded Regev
David Steurer
Luca Trevisan
Aravindan Vijayaraghavan
David Witmer
John C. Wright
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+
PDF
Chat
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The 2013 Newton Institute Programme on polynomial optimization
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2015
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Adam N. Letchford
Jean B. Lasserre
Pablo A. Parrilo
David Steurer
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+
PDF
Chat
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Approximation Limits of Linear Programs (Beyond Hierarchies)
|
2015
|
Gábor Braun
Samuel Fiorini
Sebastian Pokutta
David Steurer
|
+
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Beating the random assignment on constraint satisfaction problems of bounded degree
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2015
|
Boaz Barak
Ankur Moitra
Ryan O’Donnell
Prasad Raghavendra
Oded Regev
David Steurer
Luca Trevisan
Aravindan Vijayaraghavan
David Witmer
John C. Wright
|
+
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Tensor principal component analysis via sum-of-squares proofs
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2015
|
Samuel B. Hopkins
Jonathan Shi
David Steurer
|
+
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Fast spectral algorithms from sum-of-squares proofs: tensor decomposition and planted sparse vectors
|
2015
|
Samuel B. Hopkins
Tselil Schramm
Jonathan Shi
David Steurer
|
+
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Lower bounds on the size of semidefinite programming relaxations
|
2014
|
James R. Lee
Prasad Raghavendra
David Steurer
|
+
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Sum-of-squares method, tensor decomposition, and dictionary learning
|
2014
|
David Steurer
|
+
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On the Power of Symmetric LP and SDP Relaxations
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2014
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James R. Lee
Prasad Raghavendra
David Steurer
Ning Tan
|
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PDF
Chat
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A Parallel Repetition Theorem for Entangled Projection Games
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2014
|
Irit Dinur
David Steurer
Thomas Vidick
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+
PDF
Chat
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Analytical approach to parallel repetition
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2014
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Irit Dinur
David Steurer
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+
PDF
Chat
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Rounding sum-of-squares relaxations
|
2014
|
Boaz Barak
Jonathan A. Kelner
David Steurer
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+
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Sum-of-squares proofs and the quest toward optimal algorithms.
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2014
|
Boaz Barak
David Steurer
|
+
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Sum-of-squares proofs and the quest toward optimal algorithms
|
2014
|
Boaz Barak
David Steurer
|
+
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Lower bounds on the size of semidefinite programming relaxations
|
2014
|
James R. Lee
Prasad Raghavendra
David Steurer
|
+
|
Dictionary Learning and Tensor Decomposition via the Sum-of-Squares Method
|
2014
|
Boaz Barak
Jonathan A. Kelner
David Steurer
|
+
|
Rounding Sum-of-Squares Relaxations
|
2013
|
Boaz Barak
Jonathan A. Kelner
David Steurer
|
+
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A parallel repetition theorem for entangled projection games
|
2013
|
Irit Dinur
David Steurer
Thomas Vidick
|
+
PDF
Chat
|
Approximate Constraint Satisfaction Requires Large LP Relaxations
|
2013
|
Siu On Chan
James R. Lee
Prasad Raghavendra
David Steurer
|
+
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Approximate Constraint Satisfaction Requires Large LP Relaxations
|
2013
|
Siu On Chan
James R. Lee
Prasad Raghavendra
David Steurer
|
+
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Analytical Approach to Parallel Repetition
|
2013
|
Irit Dinur
David Steurer
|
+
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Rounding Sum-of-Squares Relaxations.
|
2013
|
Boaz Barak
Jonathan A. Kelner
David Steurer
|
+
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Rounding Sum-of-Squares Relaxations
|
2013
|
Boaz Barak
Jonathan A. Kelner
David Steurer
|
+
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Analytical Approach to Parallel Repetition
|
2013
|
Irit Dinur
David Steurer
|
+
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Approximate Constraint Satisfaction Requires Large LP Relaxations
|
2013
|
Siu On Chan
James R. Lee
Prasad Raghavendra
David Steurer
|
+
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A parallel repetition theorem for entangled projection games
|
2013
|
Irit Dinur
David Steurer
Thomas Vidick
|
+
PDF
Chat
|
Approximation Limits of Linear Programs (Beyond Hierarchies)
|
2012
|
Gábor Braun
Samuel Fiorini
Sebastian Pokutta
David Steurer
|
+
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Making the Long Code Shorter
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2012
|
Boaz Barak
Parikshit Gopalan
Johan Håstad
Raghu Meka
Prasad Raghavendra
David Steurer
|
+
PDF
Chat
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Reductions between Expansion Problems
|
2012
|
Prasad Raghavendra
David Steurer
Madhur Tulsiani
|
+
PDF
Chat
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Hypercontractivity, sum-of-squares proofs, and their applications
|
2012
|
Boaz Barak
Fernando G. S. L. Brandão
Aram W. Harrow
Jonathan A. Kelner
David Steurer
Yuan Zhou
|
+
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Approximation Limits of Linear Programs (Beyond Hierarchies)
|
2012
|
Gábor Braun
Samuel Fiorini
Sebastian Pokutta
David Steurer
|
+
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Approximation Limits of Linear Programs (Beyond Hierarchies)
|
2012
|
Gábor Braun
Samuel Fiorini
Sebastian Pokutta
David Steurer
|
+
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Making the long code shorter, with applications to the Unique Games Conjecture
|
2011
|
Boaz Barak
Parikshit Gopalan
Johan Håstad
Raghu Meka
Prasad Raghavendra
David Steurer
|
+
PDF
Chat
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Rounding Semidefinite Programming Hierarchies via Global Correlation
|
2011
|
Boaz Barak
Prasad Raghavendra
David Steurer
|
+
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Rounding Semidefinite Programming Hierarchies via Global Correlation
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2011
|
Boaz Barak
Prasad Raghavendra
David Steurer
|
+
PDF
Chat
|
Subsampling Mathematical Relaxations and Average-case Complexity
|
2011
|
Boaz Barak
Moritz Hardt
Thomas Holenstein
David Steurer
|
+
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Making the long code shorter, with applications to the Unique Games Conjecture
|
2011
|
Boaz Barak
Parikshit Gopalan
Johan Håstad
Raghu Meka
Prasad Raghavendra
David Steurer
|
+
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Rounding Semidefinite Programming Hierarchies via Global Correlation
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2011
|
Boaz Barak
Prasad Raghavendra
David Steurer
|
+
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Reductions Between Expansion Problems
|
2010
|
Prasad Raghavendra
David Steurer
Madhur Tulsiani
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+
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Approximations for the isoperimetric and spectral profile of graphs and related parameters
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2010
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Prasad Raghavendra
David Steurer
Prasad Tetali
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+
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Reductions Between Expansion Problems.
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2010
|
Prasad Raghavendra
David Steurer
Madhur Tulsiani
|
+
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Reductions Between Expansion Problems
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2010
|
Prasad Raghavendra
David Steurer
Madhur Tulsiani
|
+
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Towards computing the Grothendieck constant
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2009
|
Prasad Raghavendra
David Steurer
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+
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Towards Computing the Grothendieck Constant
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2009
|
Prasad Raghavendra
David Steurer
|
+
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Subsampling Semidefinite Programs and Max-Cut on the Sphere
|
2009
|
Boaz Barak
Moritz Hardt
Thomas Holenstein
David Steurer
|
+
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Subsampling Mathematical Relaxations and Average-case Complexity
|
2009
|
Boaz Barak
Moritz Hardt
Thomas Holenstein
David Steurer
|
+
PDF
Chat
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Tight bounds for the Min-Max boundary decomposition cost of weighted graphs
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2006
|
David Steurer
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+
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Tight Bounds for the Min-Max Boundary Decomposition Cost of Weighted Graphs
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2006
|
David Steurer
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