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Papers
Communication-efficient Distributed Statistical Inference for Massive Data with Heterogeneous Auxiliary Information
JMLR 2026
Aggregating Data for Optimal Learning
UAI 2025
Can Transformers Learn Full Bayesian Inference in Context?
ICML 2025
Corruption-Robust Variance-aware Algorithms for Generalized Linear Bandits under Heavy-tailed Rewards
UAI 2025
Inferring Change Points in High-Dimensional Regression via Approximate Message Passing
JMLR 2025
Is Gibbs sampling faster than Hamiltonian Monte Carlo on GLMs?
AISTATS 2025
Nearly Optimal Differentially Private ReLU Regression
UAI 2025
Optimal downsampling for Imbalanced Classification with Generalized Linear Models
AISTATS 2025
Robustly Learning Monotone Generalized Linear Models via Data Augmentation
COLT 2025
Selective Inference with Distributed Data
JMLR 2025
skglm: Improving scikit-learn for Regularized Generalized Linear Models
JMLR 2025
Adaptively Learning to Select-Rank in Online Platforms
ICML 2024
Adjusted Wasserstein Distributionally Robust Estimator in Statistical Learning
JMLR 2024
A Unified Confidence Sequence for Generalized Linear Models, with Applications to Bandits
NeurIPS 2024
Causal Discovery with Generalized Linear Models through Peeling Algorithms
JMLR 2024
Distributed Estimation on Semi-Supervised Generalized Linear Model
JMLR 2024
Learning Noisy Halfspaces with a Margin: Massart is No Harder than Random
NeurIPS 2024
Learning No-Regret Sparse Generalized Linear Models with Varying Observation(s)
ICLR 2024
Long-Term Safe Reinforcement Learning with Binary Feedback
AAAI 2024
Mixed Models with Multiple Instance Learning
AISTATS 2024
Omnipredictors for regression and the approximate rank of convex functions
COLT 2024
One-hot Generalized Linear Model for Switching Brain State Discovery
ICLR 2024
Public-data Assisted Private Stochastic Optimization: Power and Limitations
NeurIPS 2024
Scalable Resampling in Massive Generalized Linear Models via Subsampled Residual Bootstrap
JMLR 2024
Second Order Methods for Bandit Optimization and Control
COLT 2024