A fresh approach improves optimization for complex machine learning models using second-order methods.
― 6 min read
Mathematics - Optimization and Control
RSSA novel approach combines NMF and SDP for effective clustering.
― 5 min read
A look at how oscillator-based machines tackle complex optimization problems.
― 5 min read
DEGAS offers efficient solutions to complex problems with variable delays.
― 5 min read
Examining KKT points in the Motzkin-Straus program reveals insights into graph structure.
― 4 min read
Discovering minimal realizations and observability in LPV systems for better control strategies.
― 6 min read
A study on optimizing actions in large groups of interacting agents.
― 9 min read
A straightforward guide on gradient descent and its optimization methods.
― 5 min read
Exploring how quantum computing can improve optimization tasks.
― 6 min read
Research proposes new neural ODEs that respect manifold constraints in robotics.
― 6 min read
A method to enhance optimal control over systems defined by PDEs.
― 5 min read
This article explores advanced methods in constrained optimization using adaptive techniques.
― 5 min read
New techniques improve solutions in complex quadratic programming across various applications.
― 6 min read
MEX framework enhances exploration and decision-making in online reinforcement learning.
― 4 min read
Strategies to control systems influenced by randomness using McKean-Vlasov equations.
― 5 min read
Transforming raw metrics into scores for better understanding in organizations.
― 5 min read
Examining privacy loss in Noisy-SGD with non-convex loss functions.
― 5 min read
This article presents a method to estimate voltage phase angles in electric power networks.
― 5 min read
Neural networks offer new ways to solve complex Poisson equations in high dimensions.
― 7 min read
Methods for controlling distributed-parameter systems using flatness and backstepping designs.
― 7 min read
Node Shift Encoding offers a better approach to the Travelling Salesman Problem.
― 5 min read
This paper examines effective methods for evaluating strategies using Markov decision processes.
― 5 min read
A brief look at the stability and importance of crystalline materials.
― 4 min read
A new algorithm for adjusting step size in machine learning tasks.
― 6 min read
A look at Clip21's role in enhancing differential privacy during model training.
― 5 min read
A new framework tackles challenges of Byzantine agents in distributed optimization.
― 7 min read
New algorithms enhance efficiency in solving complex optimization problems.
― 6 min read
This article presents a framework for maximizing rewards in the restless bandit problem.
― 7 min read
A new method improves speed and stability in optimization processes.
― 6 min read
A model for hormone regulation in biological systems.
― 6 min read
A new approach enhances online learning efficiency and reduces computational cost.
― 5 min read
Research focuses on improving decision-making for robots in complex environments.
― 5 min read
New technique improves temperature management in fluid-cooled battery packs using AI.
― 5 min read
A new approach simplifies data sharing for efficient distributed learning.
― 5 min read
FedSMOO enhances federated learning by addressing data diversity and communication issues.
― 5 min read
Examining how to steer wave systems effectively through controllability techniques.
― 5 min read
Examining how unpredictable systems can maintain stability despite random changes.
― 4 min read
A look at how Hadamard parameterization enhances learning in reinforcement learning techniques.
― 5 min read
Exploring accelerated algorithms for the Asymmetric Eigenvalue Complementarity Problem.
― 5 min read
Exploring continual learning techniques applied to complex graph structures.
― 6 min read