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Achieving Optimal Dynamic Regret for Non-stationary Bandits without Prior Information
Peter Auer, Yifang Chen, Pratik Gajane et al.
2019 COLT
Adaptively Tracking the Best Bandit Arm with an Unknown Number of Distribution Changes
Peter Auer, Pratik Gajane, Ronald Ortner
2019 COLT
Normal Approximation for Stochastic Gradient Descent via Non-Asymptotic Rates of Martingale CLT
Andreas Anastasiou, Krishnakumar Balasubramanian, Murat A. Erdogdu
2019 COLT
Testing Mixtures of Discrete Distributions
Maryam Aliakbarpour, Ravi Kumar, Ronitt Rubinfeld
2019 COLT
Towards Testing Monotonicity of Distributions Over General Posets
Maryam Aliakbarpour, Themis Gouleakis, John Peebles et al.
2019 COLT
Learning to Prune: Speeding up Repeated Computations
Daniel Alabi, Adam Tauman Kalai, Katrina Liggett et al.
2019 COLT
Learning in Non-convex Games with an Optimization Oracle
Naman Agarwal, Alon Gonen, Elad Hazan
2019 COLT
Inference under Information Constraints: Lower Bounds from Chi-Square Contraction
Jayadev Acharya, Clément L Canonne, Himanshu Tyagi
2019 COLT
Conference on Learning Theory 2019: Preface
Alina Beygelzimer, Daniel Hsu
2019 COLT
Minimax Learning of Ergodic Markov Chains
Geoffrey Wolfer, Aryeh Kontorovich
2019 ALT
Noninteractive Locally Private Learning of Linear Models via Polynomial Approximations
Di Wang, Adam Smith, Jinhui Xu
2019 ALT
Online Linear Optimization with Sparsity Constraints
Jun-Kun Wang, Chi-Jen Lu, Shou-De Lin
2019 ALT
Stochastic Nonconvex Optimization with Large Minibatches
Weiran Wang, Nathan Srebro
2019 ALT
PeerReview4All: Fair and Accurate Reviewer Assignment in Peer Review
Ivan Stelmakh, Nihar B. Shah, Aarti Singh
2019 ALT
Old Techniques in Differentially Private Linear Regression
Or Sheffet
2019 ALT
General parallel optimization a without metric
Xuedong Shang, Emilie Kaufmann, Michal Valko
2019 ALT
A Generalized Neyman-Pearson Criterion for Optimal Domain Adaptation
Clayton Scott
2019 ALT
PAC Battling Bandits in the Plackett-Luce Model
Aadirupa Saha, Aditya Gopalan
2019 ALT
Exploiting geometric structure in mixture proportion estimation with generalised Blanchard-Lee-Scott estimators
Henry Reeve, Ata Kabán
2019 ALT
Ising Models with Latent Conditional Gaussian Variables
Frank Nussbaum, Joachim Giesen
2019 ALT
Interplay of minimax estimation and minimax support recovery under sparsity
Mohamed Ndaoud
2019 ALT
Average-Case Information Complexity of Learning
Ido Nachum, Amir Yehudayoff
2019 ALT
Sequential change-point detection: Laplace concentration of scan statistics and non-asymptotic delay bounds
Odalric-Ambrym Maillard
2019 ALT
Can Adversarially Robust Learning LeverageComputational Hardness?
Saeed Mahloujifar, Mohammad Mahmoody
2019 ALT
Online Influence Maximization with Local Observations
Gábor Lugosi, Gergely Neu, Julia Olkhovskaya
2019 ALT