Latest Articles for Machine Learning

Software Engineering Enhancing Code Quality with PEFT Techniques

Learn how Parameter-Efficient Fine-Tuning improves code smell detection with LLMs.

Beiqi Zhang, Peng Liang, Xin Zhou

2025-02-17T14:19:30+00:00 ― 7 min read

Machine Learning Mix-Layer Normalization: A New Step for LLMs

A fresh approach to improve large language models' performance.

Pengxiang Li, Lu Yin, Shiwei Liu

2025-02-17T12:43:12+00:00 ― 5 min read

Machine Learning Advancements in Continual Federated Learning

Discover how FedSSI improves machine learning without forgetting past knowledge.

Yichen Li, Yuying Wang, Tianzhe Xiao

2025-02-17T11:06:54+00:00 ― 6 min read

Machine Learning BetaExplainer: Shedding Light on GNNs

A new tool clarifies how graph neural networks make predictions.

Whitney Sloneker, Shalin Patel, Michael Wang

2025-02-17T10:36:46+00:00 ― 7 min read

Machine Learning Advancing Decision Trees: The ICoEvoRDF Method

A new method for improving decision trees in machine learning.

Adam Żychowski, Andrew Perrault, Jacek Mańdziuk

2025-02-17T08:42:27+00:00 ― 5 min read

Computer Vision and Pattern Recognition New Method Takes on Adversarial Attacks in AI

VIAP offers a solution to fool AI recognition systems from various angles.

Christian Green, Mehmet Ergezer, Abdurrahman Zeybey

2025-02-17T08:15:00+00:00 ― 8 min read

Computer Vision and Pattern Recognition Mastering Multi-Exposure Image Fusion

Learn how advanced techniques improve image quality in varying lighting conditions.

Xin Su, Zhuoran Zheng

2025-02-17T07:54:18+00:00 ― 7 min read

Computation and Language RAG-RewardBench: Aligning AI with Human Needs

A new tool improves AI responses to better match human preferences.

Zhuoran Jin, Hongbang Yuan, Tianyi Men

2025-02-17T07:06:09+00:00 ― 4 min read

Machine Learning Navigating Uncertainty in Machine Learning Models

Learn how separating uncertainty types aids decision-making in machine learning.

Navid Ansari, Hans-Peter Seidel, Vahid Babaei

2025-02-17T04:41:42+00:00 ― 5 min read

Software Engineering The Push for Leaner Language Models

Researchers aim to optimize language models to enhance efficiency and reduce costs.

Giordano d'Aloisio, Luca Traini, Federica Sarro

2025-02-17T03:53:33+00:00 ― 7 min read

Computer Vision and Pattern Recognition Teaching Machines to See: New Advances in Image Classification

Learn how computers can recognize objects with limited examples.

Kun Yan, Zied Bouraoui, Fangyun Wei

2025-02-17T02:17:15+00:00 ― 6 min read

Machine Learning Optimizing CNNs for Small Devices

Techniques to improve CNN efficiency on resource-limited devices.

Muhammad Sohail Ibrahim, Muhammad Usman, Jeong-A Lee

2025-02-17T00:40:57+00:00 ― 6 min read

Machine Learning Mastering Few-Shot Learning in Healthcare

Learn how Few-Shot Class-Incremental Learning shapes healthcare innovation.

Chenqi Li, Boyan Gao, Gabriel Jones

2025-02-16T23:04:39+00:00 ― 8 min read

Sound The Rise of Synthetic Speech Detection

New models identify synthetic speech and combat misuse of voice technology.

Mahieyin Rahmun, Rafat Hasan Khan, Tanjim Taharat Aurpa

2025-02-16T22:22:48+00:00 ― 5 min read

Quantum Physics Revolutionizing Learning with Hybrid Agents

A new approach combines classical methods and quantum concepts for better learning.

Oliver Sefrin, Sabine Wölk

2025-02-16T17:15:26+00:00 ― 6 min read

Machine Learning Optimizing Database Testing Through Automation

Revolutionizing database testing with machine learning and SQL analysis.

Neetha Jambigi, Joshua Hammesfahr, Moritz Mueller

2025-02-16T15:51:18+00:00 ― 7 min read

Computation and Language ModernBERT: The Next Step in NLP

Discover how ModernBERT enhances language processing with speed and efficiency.

Benjamin Warner, Antoine Chaffin, Benjamin Clavié

2025-02-16T14:15:00+00:00 ― 7 min read

Computer Vision and Pattern Recognition Teaching Robots: Visual Learning vs. State Methods

A look into effective teaching methods for robots.

Tongzhou Mu, Zhaoyang Li, Stanisław Wiktor Strzelecki

2025-02-16T13:26:51+00:00 ― 6 min read

Computer Vision and Pattern Recognition GAGS: Transforming 3D Scene Understanding

GAGS revolutionizes how we interpret 3D scenes from 2D images.

Yuning Peng, Haiping Wang, Yuan Liu

2025-02-16T12:38:42+00:00 ― 6 min read

Machine Learning Reinforcement Learning: A Deep Dive

Explore how agents learn to make decisions through reinforcement learning.

Shreya Sinha Roy, Richard G. Everitt, Christian P. Robert

2025-02-16T09:10:51+00:00 ― 7 min read

Computer Vision and Pattern Recognition Bridging Emotions: A New Take on Visual Recognition

A fresh approach to understanding emotions through images without the original data.

Jiankun Zhu, Sicheng Zhao, Jing Jiang

2025-02-16T03:49:03+00:00 ― 7 min read

Neural and Evolutionary Computing Meet SAFormer: The Future of Neural Networks

Combining efficiency and performance, SAFormer redefines neural network capabilities.

Hangming Zhang, Alexander Sboev, Roman Rybka

2025-02-16T00:36:27+00:00 ― 5 min read

Machine Learning Harnessing Machine Learning to Improve Air Quality Monitoring

This article discusses machine learning's role in predicting urban air quality levels.

Sen Yan, David J. O'Connor, Xiaojun Wang

2025-02-16T00:32:20+00:00 ― 7 min read

Machine Learning Model Merging: A New Path Forward

Discover how model merging can enhance machine learning efficiency and accuracy.

Fanshuang Kong, Richong Zhang, Zhijie Nie

2025-02-15T22:12:00+00:00 ― 6 min read

Machine Learning Decoding Particle Physics with Machine Learning

Integrating machine learning to find new particles in physics research.

Jai Bardhan, Cyrin Neeraj, Mihir Rawat

2025-02-15T22:09:02+00:00 ― 7 min read

Computation and Language Why Language Models Struggle with Counting Letters

Large language models stumble on simple tasks like counting letters, raising questions about their abilities.

Tairan Fu, Raquel Ferrando, Javier Conde

2025-02-15T18:11:15+00:00 ― 7 min read

Machine Learning Revolutionizing Out-of-Distribution Detection in Machine Learning

A new framework to enhance out-of-distribution data detection.

Yutian Lei, Luping Ji, Pei Liu

2025-02-15T17:55:18+00:00 ― 5 min read

Machine Learning Revolutionizing Data Analysis with GNNs

New methods improve Graph Neural Networks for better insights.

Xianlin Zeng, Yufeng Wang, Yuqi Sun

2025-02-15T17:23:06+00:00 ― 5 min read

Machine Learning Smart Forecasting for Electricity Prices

A new method improves electricity price predictions using machine learning techniques.

Abhiroop Bhattacharya, Nandinee Haq

2025-02-15T15:46:48+00:00 ― 6 min read

Computation and Language InCA: A New Way for Models to Learn

InCA helps models learn new tasks without forgetting old ones.

Saleh Momeni, Sahisnu Mazumder, Zixuan Ke

2025-02-15T11:46:03+00:00 ― 6 min read

Materials Science Barium Titanate: The Catalyst for Clean Hydrogen

Researchers find a promising, low-cost catalyst for hydrogen production.

Kajjana Boonpalit, Nongnuch Artrith

2025-02-15T10:12:32+00:00 ― 6 min read

Distributed, Parallel, and Cluster Computing A Fresh Take on Privacy in AI Training

Learn how Split Federated Learning keeps data safe while training smart models.

Justin Dachille, Chao Huang, Xin Liu

2025-02-15T06:09:00+00:00 ― 8 min read

Computation and Language CLOB and CIS: A New Era in AI Learning

Learn how AI models can continuously gain knowledge without forgetting past lessons.

Jiabao Qiu, Zixuan Ke, Bing Liu

2025-02-14T21:19:21+00:00 ― 7 min read

Computer Vision and Pattern Recognition Balancing Image Recognition for Fair Learning

New method improves machine learning for imbalanced image datasets.

Minseok Son, Inyong Koo, Jinyoung Park

2025-02-14T20:31:12+00:00 ― 6 min read

Computers and Society Predicting Student Success with Short-Term Data

Using technology data to forecast student performance before exams.

Ge Gao, Amelia Leon, Andrea Jetten

2025-02-14T18:54:54+00:00 ― 7 min read

Instrumentation and Methods for Astrophysics Machine Learning Boosts South Pole Telescope Accuracy

ML enhances pointing precision at the South Pole Telescope for better cosmic observations.

P. M. Chichura, A. Rahlin, A. J. Anderson

2025-02-14T14:18:22+00:00 ― 6 min read

Machine Learning LocalMAP: A New Approach to Data Clustering

LocalMAP helps simplify complex datasets into clearer clusters for better analysis.

Yingfan Wang, Yiyang Sun, Haiyang Huang

2025-02-14T13:17:51+00:00 ― 7 min read

Computer Vision and Pattern Recognition Teaching Machines to Understand Images

Researchers enhance AI’s ability to interpret images through better training data.

Austin Stone, Hagen Soltau, Robert Geirhos

2025-02-14T10:53:24+00:00 ― 7 min read

Computer Vision and Pattern Recognition Mixing Visual Concepts: A New Path in Data Augmentation

Learn how MVC enhances image generation and data diversity.

Abdullah Al Rahat, Hemanth Venkateswara

2025-02-14T05:16:21+00:00 ― 9 min read

Computer Vision and Pattern Recognition Drones and Machine Learning: A New Rescue Era

Drones are changing search and rescue with smart object detection technology.

Aneesha Guna, Parth Ganeriwala, Siddhartha Bhattacharyya

2025-02-14T03:40:03+00:00 ― 8 min read