Exploring approaches to optimize machine learning models in dynamic environments.
― 5 min read
Mathematics - Optimization and Control
RSSIntroducing a simple inverse power method for solving balanced cut problems efficiently.
― 5 min read
A new method combining GRASP and random-key optimization for complex problem solving.
― 7 min read
Introducing a method for robots to navigate safely without detailed maps.
― 5 min read
Improving adaptability in learned optimization algorithms using traditional methods.
― 8 min read
This paper presents a new design for controllers that adapt to uncertainties in control systems.
― 6 min read
Open-loop reinforcement learning offers a fresh way for agents to make choices.
― 6 min read
A new policy enhances choices in uncertain decision-making environments.
― 5 min read
New algorithms improve efficiency in distributed bilevel optimization with communication compression.
― 6 min read
Introducing a new method to optimize investment portfolios for real-world applications.
― 6 min read
This paper investigates randomized algorithms for better performance in online bin stretching problems.
― 7 min read
Introducing new algorithms for efficient bilevel optimization in machine learning.
― 6 min read
A study on improving logistics through effective truck routing and driver management.
― 5 min read
Learn how to improve grape harvesting profits through accurate forecasting and flexible strategies.
― 6 min read
A new control method improves decision-making in complex systems with noisy observations.
― 5 min read
This article examines Natural Policy Gradient for efficient decision-making in large state spaces.
― 6 min read
Learn how drones can safely navigate while avoiding obstacles.
― 6 min read
A new method improves decision-making under uncertainty using robust Markov Decision Processes.
― 6 min read
A simulator for improving the efficiency of CSP plants using advanced optimization methods.
― 7 min read
This article discusses control algorithms inspired by nature and their applications.
― 6 min read
A method to convert continuous data into a simpler, discrete form.
― 7 min read
A look into hosting capacity and dynamic operating envelopes in renewable energy.
― 9 min read
Learn how existing optimization methods can handle approximate data effectively.
― 6 min read
A look at the arc-search interior-point algorithm and its applications.
― 4 min read
This article discusses optimization in Wasserstein space with a focus on complex probability measures.
― 7 min read
Two new methods for efficient solutions in equations and inclusions using variance reduction.
― 5 min read
Examining quantization techniques for better distributed learning across various network structures.
― 7 min read
This research explores innovative methods for managing uncertainty in control systems.
― 6 min read
Research unveils methods to tackle sparse quadratic optimization challenges effectively.
― 6 min read
A fresh method for managing population changes in real-time.
― 6 min read
A new method enhances B&B algorithms for L0-regularization problems.
― 7 min read
A new approach to efficiently solve large-scale linear programming problems.
― 4 min read
This article discusses methods to stabilize the Burgers equation for better modeling.
― 4 min read
A look into minimizing regret amid changing algorithms in online learning.
― 6 min read
A new approach for agents to minimize difficult non-smooth functions together.
― 6 min read
A look into energy minimization in defined spaces and its implications.
― 5 min read
Exploring the relationship between two key mathematical concepts in optimization.
― 5 min read
A fast method for avoiding satellite collisions is proposed to enhance space safety.
― 4 min read
A new approach to improve decisions under uncertainty with covariate shifts.
― 6 min read
This article discusses a new framework for analyzing optimization methods in complex scenarios.
― 5 min read