David Steurer

According to our database1, David Steurer authored at least 71 papers between 2006 and 2024.

Collaborative distances:
  • Dijkstra number2 of three.
  • Erdős number3 of two.

Timeline

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Bibliography

2024
Private graphon estimation via sum-of-squares.
CoRR, 2024

2023
Robust Mean Estimation Without a Mean: Dimension-Independent Error in Polynomial Time for Symmetric Distributions.
CoRR, 2023

Algorithms Approaching the Threshold for Semi-random Planted Clique.
Proceedings of the 55th Annual ACM Symposium on Theory of Computing, 2023

Higher degree sum-of-squares relaxations robust against oblivious outliers.
Proceedings of the 2023 ACM-SIAM Symposium on Discrete Algorithms, 2023

Robust Mean Estimation Without Moments for Symmetric Distributions.
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

Private estimation algorithms for stochastic block models and mixture models.
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

Reaching Kesten-Stigum Threshold in the Stochastic Block Model under Node Corruptions.
Proceedings of the Thirty Sixth Annual Conference on Learning Theory, 2023

Beyond Parallel Pancakes: Quasi-Polynomial Time Guarantees for Non-Spherical Gaussian Mixtures.
Proceedings of the Thirty Sixth Annual Conference on Learning Theory, 2023

2022
Fast algorithm for overcomplete order-3 tensor decomposition.
Proceedings of the Conference on Learning Theory, 2-5 July 2022, London, UK., 2022

2021
Playing unique games on certified small-set expanders.
Proceedings of the STOC '21: 53rd Annual ACM SIGACT Symposium on Theory of Computing, 2021

SoS Degree Reduction with Applications to Clustering and Robust Moment Estimation.
Proceedings of the 2021 ACM-SIAM Symposium on Discrete Algorithms, 2021

Consistent Estimation for PCA and Sparse Regression with Oblivious Outliers.
Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

Consistent regression when oblivious outliers overwhelm.
Proceedings of the 38th International Conference on Machine Learning, 2021

Robust recovery for stochastic block models.
Proceedings of the 62nd IEEE Annual Symposium on Foundations of Computer Science, 2021

2020
Regress Consistently when Oblivious Outliers Overwhelm.
CoRR, 2020

Estimating Rank-One Spikes from Heavy-Tailed Noise via Self-Avoiding Walks.
Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

Sparse PCA: Algorithms, Adversarial Perturbations and Certificates.
Proceedings of the 61st IEEE Annual Symposium on Foundations of Computer Science, 2020

2018
Small-Set Expansion in Shortcode Graph and the 2-to-2 Conjecture.
Electron. Colloquium Comput. Complex., 2018

High-dimensional estimation via sum-of-squares proofs.
CoRR, 2018

Robust moment estimation and improved clustering via sum of squares.
Proceedings of the 50th Annual ACM SIGACT Symposium on Theory of Computing, 2018

2017
Quantum entanglement, sum of squares, and the log rank conjecture.
Electron. Colloquium Comput. Complex., 2017

Outlier-robust moment-estimation via sum-of-squares.
CoRR, 2017

Bayesian estimation from few samples: community detection and related problems.
CoRR, 2017

Efficient Bayesian Estimation from Few Samples: Community Detection and Related Problems.
Proceedings of the 58th IEEE Annual Symposium on Foundations of Computer Science, 2017

The Power of Sum-of-Squares for Detecting Hidden Structures.
Proceedings of the 58th IEEE Annual Symposium on Foundations of Computer Science, 2017

Fast and robust tensor decomposition with applications to dictionary learning.
Proceedings of the 30th Conference on Learning Theory, 2017

Exact tensor completion with sum-of-squares.
Proceedings of the 30th Conference on Learning Theory, 2017

2016
Approximate Constraint Satisfaction Requires Large LP Relaxations.
J. ACM, 2016

Fast spectral algorithms from sum-of-squares proofs: tensor decomposition and planted sparse vectors.
Proceedings of the 48th Annual ACM SIGACT Symposium on Theory of Computing, 2016

Polynomial-Time Tensor Decompositions with Sum-of-Squares.
Proceedings of the IEEE 57th Annual Symposium on Foundations of Computer Science, 2016

2015
Making the Long Code Shorter.
SIAM J. Comput., 2015

The 2013 Newton Institute Programme on polynomial optimization.
Math. Program., 2015

Approximation Limits of Linear Programs (Beyond Hierarchies).
Math. Oper. Res., 2015

Subexponential Algorithms for Unique Games and Related Problems.
J. ACM, 2015

Beating the random assignment on constraint satisfaction problems of bounded degree.
Electron. Colloquium Comput. Complex., 2015

Speeding up sum-of-squares for tensor decomposition and planted sparse vectors.
CoRR, 2015

Tensor principal component analysis via sum-of-squares proofs.
CoRR, 2015

A parallel repetition theorem for entangled projection games.
Comput. Complex., 2015

Lower Bounds on the Size of Semidefinite Programming Relaxations.
Proceedings of the Forty-Seventh Annual ACM on Symposium on Theory of Computing, 2015

Dictionary Learning and Tensor Decomposition via the Sum-of-Squares Method.
Proceedings of the Forty-Seventh Annual ACM on Symposium on Theory of Computing, 2015

Tensor principal component analysis via sum-of-square proofs.
Proceedings of The 28th Conference on Learning Theory, 2015

2014
Sum-of-squares proofs and the quest toward optimal algorithms.
Electron. Colloquium Comput. Complex., 2014

Analytical approach to parallel repetition.
Proceedings of the Symposium on Theory of Computing, 2014

On the Power of Symmetric LP and SDP Relaxations.
Proceedings of the IEEE 29th Conference on Computational Complexity, 2014

2013
Direct Product Testing.
Electron. Colloquium Comput. Complex., 2013

Rounding Sum-of-Squares Relaxations.
Electron. Colloquium Comput. Complex., 2013

On the optimality of semidefinite relaxations for average-case and generalized constraint satisfaction.
Proceedings of the Innovations in Theoretical Computer Science, 2013

2012
Message-Passing Algorithms and Improved LP Decoding.
IEEE Trans. Inf. Theory, 2012

Hypercontractivity, sum-of-squares proofs, and their applications.
Proceedings of the 44th Symposium on Theory of Computing Conference, 2012

2011
Rounding Semidefinite Programming Hierarchies via Global Correlation.
Electron. Colloquium Comput. Complex., 2011

Making the long code shorter, with applications to the Unique Games Conjecture.
Electron. Colloquium Comput. Complex., 2011

Subsampling Mathematical Relaxations and Average-case Complexity.
Proceedings of the Twenty-Second Annual ACM-SIAM Symposium on Discrete Algorithms, 2011

Finding Almost-Perfect Graph Bisections.
Proceedings of the Innovations in Computer Science, 2011

2010
Reductions Between Expansion Problems.
Electron. Colloquium Comput. Complex., 2010

Improved Algorithms for Unique Games via Divide and Conquer.
Electron. Colloquium Comput. Complex., 2010

Approximations for the isoperimetric and spectral profile of graphs and related parameters.
Proceedings of the 42nd ACM Symposium on Theory of Computing, 2010

Graph expansion and the unique games conjecture.
Proceedings of the 42nd ACM Symposium on Theory of Computing, 2010

Fast SDP Algorithms for Constraint Satisfaction Problems.
Proceedings of the Twenty-First Annual ACM-SIAM Symposium on Discrete Algorithms, 2010

Improved Rounding for Parallel Repeated Unique Games.
Proceedings of the Approximation, 2010

2009
Connections Between Unique Games and Multicut.
Electron. Colloquium Comput. Complex., 2009

Subsampling Semidefinite Programs and Max-Cut on the Sphere.
Electron. Colloquium Comput. Complex., 2009

Towards computing the Grothendieck constant.
Proceedings of the Twentieth Annual ACM-SIAM Symposium on Discrete Algorithms, 2009

Towards a Study of Low-Complexity Graphs.
Proceedings of the Automata, Languages and Programming, 36th International Colloquium, 2009

How to Round Any CSP.
Proceedings of the 50th Annual IEEE Symposium on Foundations of Computer Science, 2009

Integrality Gaps for Strong SDP Relaxations of UNIQUE GAMES.
Proceedings of the 50th Annual IEEE Symposium on Foundations of Computer Science, 2009

2008
An asymptotic approximation scheme for multigraph edge coloring.
ACM Trans. Algorithms, 2008

Unique games on expanding constraint graphs are easy: extended abstract.
Proceedings of the 40th Annual ACM Symposium on Theory of Computing, 2008

Asymptotically Optimal Hitting Sets Against Polynomials.
Proceedings of the Automata, Languages and Programming, 35th International Colloquium, 2008

Rounding Parallel Repetitions of Unique Games.
Proceedings of the 49th Annual IEEE Symposium on Foundations of Computer Science, 2008

2007
The Interval Liar Game.
Electron. Notes Discret. Math., 2007

2006
Tight bounds for the Min-Max boundary decomposition cost of weighted graphs.
Proceedings of the SPAA 2006: Proceedings of the 18th Annual ACM Symposium on Parallelism in Algorithms and Architectures, Cambridge, Massachusetts, USA, July 30, 2006


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