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Papers
RI-Loss: A Learnable Residual-Informed Loss for Time Series Forecasting
AAAI 2026
Self-Normalized Martingales and Uniform Regret Bounds for Linear Regression
COLT 2026
Variational Tail Bounds for Norms of Random Vectors and Matrices
COLT 2026
Vector-valued self-normalized concentration inequalities beyond sub-Gaussianity
ALT 2026
An Empirical Bernstein Inequality for Dependent Data in Hilbert Spaces and Applications
AISTATS 2025
A New Concentration Inequality for Sampling Without Replacement and Its Application for Transductive Learning
ICML 2025
Concentration of Cumulative Reward in Markov Decision Processes
JMLR 2025
Differentially Private Multivariate Medians
JMLR 2025
From Sparse to Dense Functional Data in High Dimensions: Revisiting Phase Transitions from a Non-Asymptotic Perspective
JMLR 2025
Improved dependence on coherence in eigenvector and eigenvalue estimation error bounds
AISTATS 2025
Online-to-PAC generalization bounds under graph-mixing dependencies
AISTATS 2025
Outlier Robust and Sparse Estimation of Linear Regression Coefficients
JMLR 2025
Temporal Logic Control for Nonlinear Stochastic Systems Under Unknown Disturbances
L4DC 2025
Towards Improved Risk Bounds for Transductive Learning
IJCAI 2025
Better-than-KL PAC-Bayes Bounds
COLT 2024
Concentration and Moment Inequalities for General Functions of Independent Random Variables with Heavy Tails
JMLR 2024
Concentration of empirical barycenters in metric spaces
ALT 2024
CRIMED: Lower and Upper Bounds on Regret for Bandits with Unbounded Stochastic Corruption
ALT 2024
Neural processes with event triggers for fast adaptation to changes
L4DC 2024
On the Concentration of the Minimizers of Empirical Risks
JMLR 2024
PAC-Bayes-Chernoff bounds for unbounded losses
NeurIPS 2024
Revisiting RIP Guarantees for Sketching Operators on Mixture Models
JMLR 2024
Small coresets via negative dependence: DPPs, linear statistics, and concentration
NeurIPS 2024
Split Conformal Prediction and Non-Exchangeable Data
JMLR 2024
Tight Bounds for Local Glivenko-Cantelli
ALT 2024