Transformers from Diffusion: A Unified Framework for Neural Message Passing

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

Modelling Populations of Interaction Networks via Distance Metrics

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

BitNet: 1-bit Pre-training for Large Language Models

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

Last-iterate Convergence of Shuffling Momentum Gradient Method under the Kurdyka-Lojasiewicz Inequality

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

Posterior and Variational Inference for Deep Neural Networks with Heavy-Tailed Weights

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

Maximum Causal Entropy IRL in Mean-Field Games and GNEP Framework for Forward RL

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

Degree of Interference: A General Framework For Causal Inference Under Interference

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

Quantifying the Effectiveness of Linear Preconditioning in Markov Chain Monte Carlo

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

Sparse SVM with Hard-Margin Loss: a Newton-Augmented Lagrangian Method in Reduced Dimensions

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

On Model Identification and Out-of-Sample Prediction of PCR with Applications to Synthetic Controls

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

Bayesian Scalar-on-Image Regression with a Spatially Varying Single-layer Neural Network Prior

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

DRM Revisited: A Complete Error Analysis

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

Precise High-Dimensional Asymptotics for Quantifying Heterogeneous Transfers

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

On the Statistical Properties of Generative Adversarial Models for Low Intrinsic Data Dimension

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

Prominent Roles of Conditionally Invariant Components in Domain Adaptation: Theory and Algorithms

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

Near-Optimal Nonconvex-Strongly-Convex Bilevel Optimization with Fully First-Order Oracles

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

On Global and Local Convergence of Iterative Linear Quadratic Optimization Algorithms for Discrete Time Nonlinear Control

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

A Decentralized Proximal Gradient Tracking Algorithm for Composite Optimization on Riemannian Manifolds

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

A Unified Analysis of Nonstochastic Delayed Feedback for Combinatorial Semi-Bandits, Linear Bandits, and MDPs

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

Error bounds for particle gradient descent, and extensions of the log-Sobolev and Talagrand inequalities

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