Optimization Theory

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An Ensembled Latent Factor Model via Differential Evolution and Gradient Descent Optimization

馃搳OptimizationContent type: Academic
arxiv.org

A Global Convergence Analysis of Consensus ALADIN for Convex Optimization

馃搳OptimizationContent type: Academic
arxiv.org

Probabilistic Gaussian Homotopy: A Probability-Space Continuation Framework for Nonconvex Optimization

馃搳OptimizationContent type: Academic
arxiv.org

Duality for Optimal Multi-Item, Multi-Bidder Auction Design: Revenue Certificates through Deep Learning

馃Neural NetworksContent type: Academic
arxiv.org

Pseudospectral Bounds for Transient Amplification in Coupled Gradient Descent

馃搳OptimizationContent type: Academic
arxiv.org

Predictive Coding with Bayesian Priors via Proximal Gradients

馃搳OptimizationContent type: Academic
arxiv.org

Sketch-to-Layout: A Human-Centric Computational Agent for Constraint-Aware Synthesis of Modular Photobioreactors

馃AIContent type: Academic
arxiv.org

Fourier fractal dimension to predict the generalization of deep neural networks

馃Deep LearningContent type: Academic
arxiv.org

Sharp First-Order Lower Bounds for Higher-Order Smooth Nonconvex Optimization

馃搳OptimizationContent type: Academic
arxiv.org

Learning Predictive Control with Deep Koopman Operators for Autonomous Vehicle Motion Planning

馃幃Reinforcement LearningContent type: Academic
arxiv.org

Near-Optimal Decentralized Stochastic Convex Optimization over Networks

馃搳OptimizationContent type: Academic
arxiv.org

Gridless Full-Space DOA Estimation for STAR-RIS-Assisted Wireless Systems

馃搳OptimizationContent type: Academic
arxiv.org

Generalization in Deep Neural Networks: Minimax Rates for Gradient Methods

馃Deep LearningContent type: Academic
arxiv.org

Revisiting Privacy Amplification by Subsampling in Selective Release DPSGD

馃搳OptimizationContent type: Academic
arxiv.org

Weighted Sum-Rate Enhancement for Flexible Intelligent Metasurface-Assisted Multicell Systems

馃搳OptimizationContent type: Academic
arxiv.org

When Do Fewer Coordinates Suffice in DP-SGD?

馃搳OptimizationContent type: Academic
arxiv.org

Quantum Algorithm for Nonlinear and Stochastic Homogenization via a Young-Measure based Linear Programming Formulation

馃幉Probability TheoryContent type: Academic
arxiv.org

Beyond Linear and Overcomplete Regimes: A Mean-Field Analysis of Bottleneck Autoencoders

馃搳OptimizationContent type: Academic
arxiv.org

When Both Layers Learn: Training Dynamics of Representing Linear Models via ReLU Networks

馃搳OptimizationContent type: Academic
arxiv.org

Theory of learning of high-dimensional controlled non-linear dynamical systems (I): models and methods

馃Neural NetworksContent type: Academic
arxiv.org
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