Latest Articles for Machine Learning

Computer Vision and Pattern Recognition Improving Image Search: The C-CRF Advantage

Discover how C-CRF enhances image retrieval accuracy.

Jaeyoon Kim, Yoonki Cho, Taeyong Kim

2025-02-18T03:58:03+00:00 ― 8 min read

Machine Learning The Trouble with SHAP Scores in AI

SHAP scores can mislead AI model predictions and decision-making.

Olivier Letoffe, Xuanxiang Huang, Joao Marques-Silva

2025-02-18T02:21:45+00:00 ― 5 min read

Computer Vision and Pattern Recognition Revolutionizing Document Classification with LLMs

Large language models advance document classification, reducing reliance on training data.

Anna Scius-Bertrand, Michael Jungo, Lars Vögtlin

2025-02-18T00:45:27+00:00 ― 8 min read

Artificial Intelligence The Traveling Salesman Problem: A Route to Efficiency

Discover how TSP shapes logistics and machine learning advancements.

Mickael Basson, Philippe Preux

2025-02-17T23:57:18+00:00 ― 5 min read

Animal Behavior and Cognition New Tech Revolutionizes Monitoring Macaque Behavior

MacqD uses machine learning to improve macaque behavior tracking in research settings.

Genevieve Moat, Maxime Gaudet-Trafit, Julian Paul

2025-02-17T21:42:27+00:00 ― 7 min read

Artificial Intelligence Advancing AI with Multi-Modality Learning

Revolutionizing how AI understands images and text for smarter systems.

Yuchong Geng, Ao Tang

2025-02-17T21:32:51+00:00 ― 8 min read

Methodology Navigating Tree-Based Models with Partial Likelihood

Learn how partial likelihood improves tree-based models in data analysis.

Li Ma, Benedetta Bruni

2025-02-17T20:47:08+00:00 ― 7 min read

Software Engineering Ensuring Fairness in Machine Learning

A look at fairness toolkits in tech and their importance.

Gianmario Voria, Stefano Lambiase, Maria Concetta Schiavone

2025-02-17T20:44:42+00:00 ― 6 min read

Computation and Language Tackling Ambiguity in Visual Language Models

Research reveals challenges visual language models face with ambiguity in communication.

Alberto Testoni, Barbara Plank, Raquel Fernández

2025-02-17T19:08:24+00:00 ― 8 min read

Quantum Physics Comparing Quantum and Classical Time-Series Forecasting

A study examines the effectiveness of quantum forecasting versus traditional methods.

Caitlin Jones, Nico Kraus, Pallavi Bhardwaj

2025-02-17T17:08:26+00:00 ― 6 min read

Computer Vision and Pattern Recognition Addressing Object Hallucination in AI Models

Researchers tackle object hallucination in AI to improve accuracy and reliability.

Le Yang, Ziwei Zheng, Boxu Chen

2025-02-17T16:43:57+00:00 ― 6 min read

Computer Vision and Pattern Recognition Transformations: The Key to Smart Robots

Exploring how robots learn to interact with changing objects.

Zixuan Chen, Jiaxin Li, Liming Tan

2025-02-17T15:55:48+00:00 ― 8 min read

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