Deep Out-of-Distribution Uncertainty Quantification via Weight Entropy Maximization

Subjects: “…Computer Science & IT…”
Get full text

DisC2o-HD: Distributed causal inference with covariates shift for analyzing real-world high-dimensional data

Subjects: “…Computer Science & IT…”
Get full text

Bayes Meets Bernstein at the Meta Level: an Analysis of Fast Rates in Meta-Learning with PAC-Bayes

Subjects: “…Computer Science & IT…”
Get full text

Efficiently Escaping Saddle Points in Bilevel Optimization

Subjects: “…Computer Science & IT…”
Get full text

Towards Understanding Gradient Flow Dynamics of Homogeneous Neural Networks Beyond the Origin

Subjects: “…Computer Science & IT…”
Get full text

Optimal Complexity in Byzantine-Robust Distributed Stochastic Optimization with Data Heterogeneity

Subjects: “…Computer Science & IT…”
Get full text

Towards Unified Native Spaces in Kernel Methods

Subjects: “…Computer Science & IT…”
Get full text

TorchCP: A Python Library for Conformal Prediction

Subjects: “…Computer Science & IT…”
Get full text

Hopfield-Fenchel-Young Networks: A Unified Framework for Associative Memory Retrieval

Subjects: “…Computer Science & IT…”
Get full text

Identifiability of Causal Graphs under Non-Additive Conditionally Parametric Causal Models

Subjects: “…Computer Science & IT…”
Get full text

Fundamental Limits of Membership Inference Attacks on Machine Learning Models

Subjects: “…Computer Science & IT…”
Get full text

On the Robustness of Kernel Goodness-of-Fit Tests

Subjects: “…Computer Science & IT…”
Get full text

Efficient Online Prediction for High-Dimensional Time Series via Joint Tensor Tucker Decomposition

Subjects: “…Computer Science & IT…”
Get full text

Collaborative likelihood-ratio estimation over graphs

Subjects: “…Computer Science & IT…”
Get full text

On the Utility of Equal Batch Sizes for Inference in Stochastic Gradient Descent

Subjects: “…Computer Science & IT…”
Get full text

Differentially Private Bootstrap: New Privacy Analysis and Inference Strategies

Subjects: “…Computer Science & IT…”
Get full text

Convergence and Sample Complexity of Natural Policy Gradient Primal-Dual Methods for Constrained MDPs

Subjects: “…Computer Science & IT…”
Get full text

Differentially Private Multivariate Medians

Subjects: “…Computer Science & IT…”
Get full text

VFOSA: Variance-Reduced Fast Operator Splitting Algorithms for Generalized Equations

Subjects: “…Computer Science & IT…”
Get full text

Scaling Capability in Token Space: An Analysis of Large Vision Language Model

Subjects: “…Computer Science & IT…”
Get full text