Statistics - Machine Learning

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Machine Learning Harnessing Neural Operators: The Future of Machine Learning

Discover the basics and applications of neural operators in machine learning.

Mike Nguyen, Nicole Mücke

2025-01-26T19:48:04+00:00 ― 6 min read

Machine Learning Ancestral Graphs: Uncovering Hidden Connections

Learn how ancestral graphs help reveal complex relationships among variables.

Nikita Lagrange, Herve Isambert

2025-01-26T14:42:53+00:00 ― 7 min read

Machine Learning The Hidden Biases in Multimodal Models

Explore how biases in multimodal models impact decision-making across various fields.

Mounia Drissi

2025-01-26T09:37:42+00:00 ― 6 min read

Computation Constrained Sampling: A New Approach to Data Collection

Learn about constrained sampling and the powerful MAPLA technique.

Vishwak Srinivasan, Andre Wibisono, Ashia Wilson

2025-01-26T04:32:31+00:00 ― 6 min read

Machine Learning The Role of Attention Mechanisms in AI

Discover how attention mechanisms enhance deep learning across various applications.

Tianyu Ruan, Shihua Zhang

2025-01-25T23:27:20+00:00 ― 5 min read

Machine Learning Simplifying Complex Data with Neural Networks

Learn how neural networks simplify data for better insights.

Shuntuo Xu, Zhou Yu

2025-01-24T22:01:25+00:00 ― 6 min read

Machine Learning AdaGrad++ and Adam++: Simplifying Model Training

New algorithms reduce tuning hassle in machine learning.

Yuanzhe Tao, Huizhuo Yuan, Xun Zhou

2025-01-24T06:45:52+00:00 ― 6 min read

Artificial Intelligence Harnessing AI for Market Research Insights

Discover how large language models transform market research methodologies.

Mengxin Wang, Dennis J. Zhang, Heng Zhang

2025-01-24T01:40:41+00:00 ― 7 min read

Machine Learning DeepMaxent: A New Hope for Wildlife Mapping

Combining citizen science and AI for better species distribution insights.

Maxime Ryckewaert, Diego Marcos, Christophe Botella

2025-01-23T20:35:30+00:00 ― 6 min read

Machine Learning Strengthening AI Against Clever Attacks

Adversarial training improves AI's defense against deceptive attacks using the SDI measure.

Olukorede Fakorede, Modeste Atsague, Jin Tian

2025-01-22T19:09:35+00:00 ― 6 min read

Machine Learning Mastering Time Series Forecasting with RS3GP

Learn how RS3GP revolutionizes predictions with smart mechanisms.

Csaba Tóth, Masaki Adachi, Michael A. Osborne

2025-01-22T14:04:24+00:00 ― 6 min read

Machine Learning Deep ReLU Networks: The Key to AI Learning

Discover how deep ReLU networks learn and why injectivity matters.

Mihailo Stojnic

2025-01-22T08:59:13+00:00 ― 7 min read

Machine Learning Ensuring Fairness in Credit Scoring Systems

A look into making credit scoring fairer for all.

Huyen Giang Thi Thu, Thang Viet Doan, Tai Le Quy

2025-01-21T12:38:29+00:00 ― 6 min read

Machine Learning The Art of AI: Creating New Worlds

Discover how AI generates unique images through clever algorithms.

Mason Kamb, Surya Ganguli

2025-01-21T07:33:18+00:00 ― 5 min read

Machine Learning New Method Tackles Interdependent Data Analysis

A fresh approach improves insights from complex, interdependent datasets.

Alex Chen, Qing Zhou

2025-01-21T02:28:07+00:00 ― 7 min read

Computation Revolutionizing Single-Cell Analysis with GMF

New methods improve RNA sequencing analysis and understanding of cellular behavior.

Cristian Castiglione, Alexandre Segers, Lieven Clement

2025-01-20T16:17:45+00:00 ― 6 min read

Machine Learning Understanding Signed Graphs and Communities

Discover how signed graphs reveal relationships among friends and foes.

Sawyer Jack Robertson

2025-01-20T01:02:12+00:00 ― 5 min read

Computer Science and Game Theory The Fun of Zero-Sum Games Unpacked

Discover the excitement of zero-sum games and their real-world impacts.

Yang Cai, Siddharth Mitra, Xiuyuan Wang

2025-01-19T19:57:01+00:00 ― 6 min read

Machine Learning GraphTEE: A New Path for Treatment Effect Estimation

Revolutionizing how we estimate treatment effects using interconnected data.

Shonosuke Harada, Ryosuke Yoneda, Hisashi Kashima

2025-01-19T14:51:50+00:00 ― 5 min read

Machine Learning Optimizing Decisions with Focalized Sparse Gaussian Processes

Learn how focalized sparse Gaussian processes improve Bayesian optimization efficiency.

Yunyue Wei, Vincent Zhuang, Saraswati Soedarmadji

2025-01-19T09:46:39+00:00 ― 6 min read

Machine Learning Revolutionizing Deep Learning Operator Design

A new framework simplifies deep learning operators, enhancing accuracy and usability for developers.

Qi Zhan, Xing Hu, Xin Xia

2025-01-17T22:10:22+00:00 ― 6 min read

Machine Learning Navigating Out-of-Distribution Data with New Methods

A fresh method enhances deep neural networks in handling unknown data.

Yang Chen, Chih-Li Sung, Arpan Kusari

2025-01-17T17:05:11+00:00 ― 6 min read