Gleb Novikov

Publication Activity (10 Years)

Years Active: 2017-2024
Publications (10 Years): 14

Top Topics

Principle Component Analysis

Outlier Rejection

Robust Estimator

Top Venues

Publications

Daniil Dmitriev, Rares-Darius Buhai, Stefan Tiegel, Alexander Wolters, Gleb Novikov, Amartya Sanyal, David Steurer, Fanny Yang
Robust Mixture Learning when Outliers Overwhelm Small Groups. CoRR (2024)
Gleb Novikov
Sparse PCA Beyond Covariance Thresholding. CoRR (2023)
Tommaso d'Orsi, Rajai Nasser, Gleb Novikov, David Steurer
Higher degree sum-of-squares relaxations robust against oblivious outliers. SODA (2023)
Gleb Novikov
Sparse PCA Beyond Covariance Thresholding. COLT (2023)
Gleb Novikov, David Steurer, Stefan Tiegel
Robust Mean Estimation Without a Mean: Dimension-Independent Error in Polynomial Time for Symmetric Distributions. CoRR (2023)
Gleb Novikov, David Steurer, Stefan Tiegel
Robust Mean Estimation Without Moments for Symmetric Distributions. NeurIPS (2023)
Tommaso d'Orsi, Rajai Nasser, Gleb Novikov, David Steurer
Higher degree sum-of-squares relaxations robust against oblivious outliers. CoRR (2022)
Tommaso d'Orsi, Chih-Hung Liu, Rajai Nasser, Gleb Novikov, David Steurer, Stefan Tiegel
Consistent Estimation for PCA and Sparse Regression with Oblivious Outliers. NeurIPS (2021)
Tommaso d'Orsi, Chih-Hung Liu, Rajai Nasser, Gleb Novikov, David Steurer, Stefan Tiegel
Consistent Estimation for PCA and Sparse Regression with Oblivious Outliers. CoRR (2021)
Tommaso d'Orsi, Gleb Novikov, David Steurer
Consistent regression when oblivious outliers overwhelm. ICML (2021)
Tommaso d'Orsi, Gleb Novikov, David Steurer
Regress Consistently when Oblivious Outliers Overwhelm. CoRR (2020)
Tommaso d'Orsi, Pravesh K. Kothari, Gleb Novikov, David Steurer
Sparse PCA: Algorithms, Adversarial Perturbations and Certificates. CoRR (2020)
Tommaso d'Orsi, Pravesh K. Kothari, Gleb Novikov, David Steurer
Sparse PCA: Algorithms, Adversarial Perturbations and Certificates. FOCS (2020)
Gleb Novikov
Randomness Deficiencies. CiE (2017)