Learn about popular optimization algorithms in machine learning and their unique features.
Carlos Heredia
― 7 min read
Mathematics - Optimization and Control
RSSExploring Bayes' formula and its impact on filtering algorithms.
Amirhossein Taghvaei, Prashant G. Mehta
― 6 min read
A look at how game theory aids decision-making under uncertainty.
Georgios Pantazis, Reza Rahimi Bahbadorani, Sergio Grammatico
― 8 min read
Agents work together towards common goals, minimizing costs and maximizing efficiency.
Ziyuan Guo, Yue Sun, Yeming Xu
― 7 min read
Learn how retailers choose products to maximize appeal and profits.
Omar El Housni, Qing Feng, Huseyin Topaloglu
― 6 min read
Learn how mean field games model decision-making in crowded situations.
Viorel Barbu
― 6 min read
Exploring how neurons learn effectively in noisy environments.
Shuyao Li, Sushrut Karmalkar, Ilias Diakonikolas
― 6 min read
A look at sliding mode control's impact on system stability and response.
Pedro Henrique Silva Coutinho, Iury Bessa, Victor Hugo Pereira Rodrigues
― 7 min read
A new approach enhances control systems' performance and handles delays efficiently.
Paulo Cesar Souza Silva, Paulo Cesar Pellanda, Tiago Roux Oliveira
― 5 min read
A new method adjusts learning rates for faster and better model training.
Jiahao Zhang, Christian Moya, Guang Lin
― 5 min read
A look at how uncertainty affects engineering and science.
Amit Jain, Puneet Singla, Roshan Eapen
― 7 min read
Learn how denoising can improve your blurry images using smart algorithms.
Arghya Sinha, Kunal N. Chaudhury
― 6 min read
Learn about small-signal stability and its importance in modern power grids.
Jakob Niehues, Robin Delabays, Frank Hellmann
― 5 min read
This article explores how a simple transformer learns the one-nearest neighbor prediction method.
Zihao Li, Yuan Cao, Cheng Gao
― 7 min read
Exploring combinatorial optimization and the Birkhoff extension for efficient problem solving.
Robert R. Nerem, Zhishang Luo, Akbar Rafiey
― 7 min read
Learn how dynamic programming helps in making smart choices over time.
John Stachurski, Jingni Yang, Ziyue Yang
― 5 min read
A study on how to guide many agents to a common goal effectively.
Hugo Gimbert, Corto Mascle, Patrick Totzke
― 5 min read
A new method improves how we generate and understand conditional distributions.
Ricardo Baptista, Aram-Alexandre Pooladian, Michael Brennan
― 8 min read
Discover how schedule-free optimization transforms machine learning efficiency.
Kwangjun Ahn, Gagik Magakyan, Ashok Cutkosky
― 6 min read
A look at complex math concepts applied to real-life situations.
H. Mete Soner, Valentin Tissot-Daguette, Jianfeng Zhang
― 6 min read
Learn how Gaussian smoothing techniques enhance optimization methods.
Andrew Starnes, Guannan Zhang, Viktor Reshniak
― 6 min read
A method for agents to achieve goals despite different timing.
Gabriel Behrendt, Zachary I. Bell, Matthew Hale
― 5 min read
Discover how optimization helps in decision-making across everyday situations.
Massimo Fornasier, Jona Klemenc, Alessandro Scagliotti
― 6 min read
Learn how to manage chemical reactions for better results.
Yevgeniia Yevgenieva, Alexander Zuyev, Peter Benner
― 4 min read
New methods for managing heat flow address challenges in nonlinear equations.
Charlie Lebarbé, Emilien Flayac, Michel Fournié
― 6 min read
A simple overview of PL and LS constants in optimization and data analysis.
Sinho Chewi, Austin J. Stromme
― 7 min read
Using density functions to help robots navigate safely in busy environments.
Sriram S. K. S Narayanan, Joseph Moyalan, Umesh Vaidya
― 6 min read
A look into sampling methods and their applications in data science.
Lorenz Fruehwirth, Andreas Habring
― 6 min read
A look into Robust MDPs and their role in uncertain decision-making.
Marnix Suilen, Thom Badings, Eline M. Bovy
― 7 min read
Learn how optimal transport shapes option pricing in finance.
Jean-David Benamou, Guillaume Chazareix, Grégoire Loeper
― 6 min read
Learn how researchers are speeding up Markov chains for better predictions.
Michael C. H. Choi, Max Hird, Youjia Wang
― 6 min read
A look into how cars or particles move and interact on a one-lane road.
Marina V. Yashina, Alexander G. Tatashev
― 6 min read
Discover how vehicles interact in traffic networks and achieve balance.
Rinaldo M. Colombo, Luca Giuzzi, Francesca Marcellini
― 6 min read
Explore flexible optimization strategies for complex problems with nonmonotone methods.
Christian Kanzow, Leo Lehmann
― 6 min read
Using batteries in homes can enhance energy reliability and reduce costs.
Janik Pinter, Frederik Zahn, Maximilian Beichter
― 8 min read
A look into how systems lose energy and the importance of diverse inputs.
Ethan LoCicero, Alex Penne, Leila Bridgeman
― 6 min read
How thermodynamic computing enhances problem-solving in quadratic programming.
Patryk-Lipka Bartosik, Kaelan Donatella, Maxwell Aifer
― 7 min read
A guide to understanding compositional optimization and its real-world applications.
Yao Yao, Qihang Lin, Tianbao Yang
― 5 min read
Learn how to create energy systems that handle uncertainties in renewable sources.
Moritz Wedemeyer, Eike Cramer, Alexander Mitsos
― 5 min read
Learn how reinforcement learning enhances machine communication and decision-making.
Evelyn Hubbard, Liam Cregg, Serdar Yüksel
― 6 min read