Lexicographic Lipschitz Bandits: New Algorithms and a Lower Bound

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

On the Natural Gradient of the Evidence Lower Bound

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

Geometry and Stability of Supervised Learning Problems

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

Understanding Deep Representation Learning via Layerwise Feature Compression and Discrimination

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

Optimal Rates of Kernel Ridge Regression under Source Condition in Large Dimensions

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

A Hybrid Weighted Nearest Neighbour Classifier for Semi-Supervised Learning

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

Scalable and Adaptive Variational Bayes Methods for Hawkes Processes

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

Biological Sequence Kernels with Guaranteed Flexibility

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

Unified Discrete Diffusion for Categorical Data

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

Reinforcement Learning for Infinite-Dimensional Systems

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

Deep Neural Networks are Adaptive to Function Regularity and Data Distribution in Approximation and Estimation

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

Generation of Geodesics with Actor-Critic Reinforcement Learning to Predict Midpoints

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

Learning-to-Optimize with PAC-Bayesian Guarantees: Theoretical Considerations and Practical Implementation

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

Sparse Semiparametric Discriminant Analysis for High-dimensional Zero-inflated Data

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

Stochastic Interpolants: A Unifying Framework for Flows and Diffusions

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

Efficient Methods for Non-stationary Online Learning

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

Decentralized Asynchronous Optimization with DADAO allows Decoupling and Acceleration

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

Mixtures of Gaussian Process Experts with SMC^2

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

Robust Point Matching with Distance Profiles

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

BoFire: Bayesian Optimization Framework Intended for Real Experiments

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