Latest Articles for Machine Learning

Software Engineering Navigating Faults in Deep Learning Systems

A guide to understanding and addressing faults in deep learning models.

Gunel Jahangirova, Nargiz Humbatova, Jinhan Kim

2025-02-09T21:45:00+00:00 ― 5 min read

Machine Learning Synthetic Data: A New Hope for Fair Healthcare

Synthetic data could help make healthcare predictions more equitable for all groups.

Daniel Smolyak, Arshana Welivita, Margrét V. Bjarnadóttir

2025-02-09T20:56:51+00:00 ― 7 min read

Machine Learning Meet jinns: The Game Changer for Neural Networks

jinns enhances physics-informed neural networks for diverse real-world applications.

Hugo Gangloff, Nicolas Jouvin

2025-02-09T19:30:10+00:00 ― 7 min read

Computer Vision and Pattern Recognition Less Is More: A New Take on Image Generation

Researchers find compressed images improve AI-generated art quality.

Vivek Ramanujan, Kushal Tirumala, Armen Aghajanyan

2025-02-09T18:32:24+00:00 ― 7 min read

Optimization and Control Balancing Safety and Efficiency in Stochastic Control Systems

Learn how to safely navigate unpredictable systems for optimal outcomes.

Tingting Ni, Maryam Kamgarpour

2025-02-09T16:45:10+00:00 ― 8 min read

Computer Vision and Pattern Recognition Revolutionizing Few-Shot Learning and Domain Adaptation

A unified framework for efficient computer vision tasks using minimal data.

Bharadwaj Ravichandran, Alexander Lynch, Sarah Brockman

2025-02-09T16:07:57+00:00 ― 7 min read

Machine Learning Classifying Nodes: A Semi-Supervised Approach

Learn how limited information aids in node classification using semi-supervised learning.

Hai-Xiao Wang, Zhichao Wang

2025-02-09T14:24:59+00:00 ― 6 min read

Machine Learning Revolutionizing Model Training with PAMDA

Learn how PAMDA improves multi-source domain adaptation for better model performance.

Min Huang, Zifeng Xie, Bo Sun

2025-02-09T13:43:30+00:00 ― 7 min read

Computer Vision and Pattern Recognition Personalized Representation Learning: A New Approach to Image Recognition

Learn how machines can recognize personal items with fewer images.

Shobhita Sundaram, Julia Chae, Yonglong Tian

2025-02-09T12:55:21+00:00 ― 7 min read

Computer Vision and Pattern Recognition CLIPF: A Game Changer in Vision-Language Models

Discover how CLIPF uses word-frequency masking to improve AI training.

Mingliang Liang, Martha Larson

2025-02-09T11:19:03+00:00 ― 6 min read

Optimization and Control Optimizing Algorithms: The Path to Efficiency

Discover the evolution and impact of optimization algorithms in various fields.

Mingwei Fu, Bin Shi

2025-02-09T09:19:48+00:00 ― 7 min read

Methodology Navigating Endogeneity: A New Approach in Data Analysis

Introducing a method to tackle endogeneity in statistical analysis efficiently.

Linh H. Nghiem, Francis. K. C. Hui, Samuel Muller

2025-02-08T23:09:26+00:00 ― 5 min read

High Energy Physics - Phenomenology Neutrinos and the Quest for Anomalous Electroweak Interactions

Investigating the unusual behaviors of neutrinos in particle physics.

Brandon Kriesten, T. J. Hobbs

2025-02-08T22:10:16+00:00 ― 5 min read

Machine Learning Decoding Machine Learning: SHAP vs. GradCAM

A look at how SHAP and GradCAM clarify machine learning predictions.

Felix Tempel, Daniel Groos, Espen Alexander F. Ihlen

2025-02-08T20:04:12+00:00 ― 7 min read

Machine Learning Revolutionizing RNNs with Adaptive Loss Function

A new method enhances RNN performance in processing sequences.

Bojian Yin, Federico Corradi

2025-02-08T17:39:45+00:00 ― 6 min read

Robotics The Future of Robot Learning: A New Era Ahead

Explore how robots are learning through data for real-world tasks.

Marius Memmel, Jacob Berg, Bingqing Chen

2025-02-08T16:58:48+00:00 ― 7 min read

Computer Vision and Pattern Recognition Adapting Object Detection for a New Age

Models learn old and new objects while remembering past knowledge.

Bowen Dong, Zitong Huang, Guanglei Yang

2025-02-08T16:03:27+00:00 ― 6 min read

Computation and Language RNNs Make a Comeback in Language Models

RNNs show surprising effectiveness against transformers in low-resource language modeling.

Patrick Haller, Jonas Golde, Alan Akbik

2025-02-08T15:15:18+00:00 ― 7 min read

Computer Vision and Pattern Recognition Monkeys Boost Human Movement Insights

Macaque data enhances human pose estimation for various fields.

Bradley Scott, Clarisse de Vries, Aiden Durrant

2025-02-08T13:39:00+00:00 ― 6 min read

Other Computer Science Revolutionizing Data Storage: The DNA Solution

Discover how DNA could change the future of data storage.

Parv Agarwal, Thomas Heinis

2025-02-08T11:53:00+00:00 ― 8 min read

Computer Vision and Pattern Recognition Watertox: A New Way to Confuse AI

Watertox cleverly alters images to baffle AI systems while remaining clear to humans.

Zhenghao Gao, Shengjie Xu, Meixi Chen

2025-02-08T11:14:33+00:00 ― 9 min read

Software Engineering Fairness in Machine Learning: A Recipe for Success

Exploring fairness-aware practices for machine learning fairness and performance.

Gianmario Voria, Rebecca Di Matteo, Giammaria Giordano

2025-02-08T09:38:15+00:00 ― 7 min read

Machine Learning Revolutionizing Weather Predictions with SpaT-SparK

SpaT-SparK transforms short-term weather forecasting using innovative machine learning techniques.

Haotian Li, Arno Siebes, Siamak Mehrkanoon

2025-02-08T08:01:57+00:00 ― 6 min read

Artificial Intelligence Step-Level Reward Models: A New Approach to AI Reasoning

Discover how SRMs enhance machine reasoning in mathematics through structured feedback.

Yiran Ma, Zui Chen, Tianqiao Liu

2025-02-08T05:37:30+00:00 ― 6 min read

Computer Vision and Pattern Recognition Revolutionizing Hyperspectral Imaging with AI Calibration

New method uses AI to improve hyperspectral image calibration accuracy.

Zhuoran Du, Shaodi You, Cheng Cheng

2025-02-08T02:10:30+00:00 ― 6 min read

Machine Learning Adapting Reinforcement Learning for Changing Environments

New techniques improve learning efficiency in AI agents as environments shift.

Benjamin Ellis, Matthew T. Jackson, Andrei Lupu

2025-02-08T00:47:40+00:00 ― 7 min read

Machine Learning Managing Uncertainty in Deep Learning

Learn how scientists address uncertainty in deep learning for better predictions.

Sophie Steger, Christian Knoll, Bernhard Klein

2025-02-07T21:36:00+00:00 ― 8 min read

Machine Learning Shrinking Giants: Efficiency in Language Models

Researchers refine large language models for better efficiency and task focus.

Jorge García-Carrasco, Alejandro Maté, Juan Trujillo

2025-02-07T20:47:51+00:00 ― 7 min read

Machine Learning Grams: A New Way to Optimize Machine Learning

Grams offers a fresh take on optimization for machine learning models.

Yang Cao, Xiaoyu Li, Zhao Song

2025-02-07T19:28:00+00:00 ― 7 min read

Computer Vision and Pattern Recognition Recurrent Layers: A New Way to Segment Images

Exploring how recurrent systems can boost image segmentation performance.

David Calhas, João Marques, Arlindo L. Oliveira

2025-02-07T19:11:33+00:00 ― 6 min read

Machine Learning Predicting Neural Network Performance with Architecture Insights

A new method predicts learning curves based on neural network architecture.

Yanna Ding, Zijie Huang, Xiao Shou

2025-02-07T16:38:20+00:00 ― 8 min read

Cryptography and Security Data Defense: Battling Poisoning Attacks in IIoT

Learn how PoisonCatcher protects IIoT data from harmful intrusions.

Lisha Shuai, Shaofeng Tan, Nan Zhang

2025-02-07T15:58:57+00:00 ― 6 min read

Artificial Intelligence Revolutionizing Teamwork in AI with AIR

AIR blends individual and team strategies in AI for better performance.

Guangchong Zhou, Zeren Zhang, Guoliang Fan

2025-02-07T15:10:48+00:00 ― 7 min read

Machine Learning Unpacking Graph Attention Networks: When Less is More

Discover when Graph Attention Networks shine and when simpler methods prevail.

Zhongtian Ma, Qiaosheng Zhang, Bocheng Zhou

2025-02-07T11:33:09+00:00 ― 5 min read

Software Engineering Automating Code Review: A New Approach

Researchers innovate in automating code review using advanced technology and federated learning.

Jahnavi Kumar, Sridhar Chimalakonda

2025-02-07T10:21:54+00:00 ― 6 min read

Computation and Language Smart Fine-Tuning for Multimodal Models

A new approach to improve LMMs by focusing on mistakes instead of data volume.

Barry Menglong Yao, Qifan Wang, Lifu Huang

2025-02-07T07:57:27+00:00 ― 7 min read

Machine Learning AI Learns to Teach Itself with New Method

A new framework allows AI to learn independently from images.

Wentao Tan, Qiong Cao, Yibing Zhan

2025-02-07T07:09:18+00:00 ― 7 min read

Computer Vision and Pattern Recognition Crack Segmentation: A Game Changer for Structural Safety

Revolutionary method improves crack detection in buildings and infrastructure.

Kushagra Srivastava, Damodar Datta Kancharla, Rizvi Tahereen

2025-02-07T05:33:00+00:00 ― 6 min read

Disordered Systems and Neural Networks Unraveling the Mysteries of Neural Networks

Dive into the complexities of how neural networks learn and interact.

P. Baglioni, L. Giambagli, A. Vezzani

2025-02-07T04:46:24+00:00 ― 7 min read

Cosmology and Nongalactic Astrophysics Unlocking the Mysteries of the Epoch of Reionization

Discover how machine learning aids in understanding our universe's early history.

Kimeel Sooknunan, Emma Chapman, Luke Conaboy

2025-02-07T02:23:06+00:00 ― 7 min read