Learning causal graphs via nonlinear sufficient dimension reduction

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

On Consistent Bayesian Inference from Synthetic Data

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Optimization Over a Probability Simplex

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Laplace Meets Moreau: Smooth Approximation to Infimal Convolutions Using Laplace's Method

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Sampling and Estimation on Manifolds using the Langevin Diffusion

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Sharp Bounds for Sequential Federated Learning on Heterogeneous Data

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Local Linear Recovery Guarantee of Deep Neural Networks at Overparameterization

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Stabilizing Sharpness-Aware Minimization Through A Simple Renormalization Strategy

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Fine-Grained Change Point Detection for Topic Modeling with Pitman-Yor Process

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Deletion Robust Non-Monotone Submodular Maximization over Matroids

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Instability, Computational Efficiency and Statistical Accuracy

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Estimation of Local Geometric Structure on Manifolds from Noisy Data

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Ontolearn---A Framework for Large-scale OWL Class Expression Learning in Python

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Continuously evolving rewards in an open-ended environment

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Recursive Causal Discovery

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Evaluation of Active Feature Acquisition Methods for Time-varying Feature Settings

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

On Adaptive Stochastic Optimization for Streaming Data: A Newton's Method with O(dN) Operations

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Determine the Number of States in Hidden Markov Models via Marginal Likelihood

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Variance-Aware Estimation of Kernel Mean Embedding

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Scaling ResNets in the Large-depth Regime

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text