Latest Articles for Machine Learning

Machine Learning Navigating the Challenges of Semi-Supervised Learning

A look into improving machine learning with semi-supervised learning techniques.

Lan-Zhe Guo, Lin-Han Jia, Jie-Jing Shao

2025-01-26T23:54:36+00:00 ― 8 min read

Machine Learning Revolutionizing Image Generation with Schrödinger Bridge Models

Discover how Schrödinger Bridge models enhance data generation in AI.

Kentaro Kaba, Reo Shimizu, Masayuki Ohzeki

2025-01-26T22:18:18+00:00 ― 6 min read

Machine Learning Improving Multi-Label Learning with Memory Techniques

A new method tackles class imbalance in multi-label continual learning.

Yan Zhang, Guoqiang Wu, Bingzheng Wang

2025-01-26T19:53:51+00:00 ― 7 min read

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 Enhancing Multi-View Clustering Techniques

Discover new strategies to improve multi-view clustering results in various fields.

Liang Du, Henghui Jiang, Xiaodong Li

2025-01-26T17:29:24+00:00 ― 5 min read

Networking and Internet Architecture TCP-LLM: A New Era in Network Optimization

TCP-LLM enhances data fairness and prevents starvation in network traffic.

Shyam Kumar Shrestha, Shiva Raj Pokhrel, Jonathan Kua

2025-01-26T16:41:15+00:00 ― 8 min read

Computer Vision and Pattern Recognition Revolutionizing Image Understanding with ArSyD

ArSyD breaks down images for better machine understanding and manipulation.

Alexandr Korchemnyi, Alexey K. Kovalev, Aleksandr I. Panov

2025-01-26T12:40:30+00:00 ― 7 min read

Performance Boosting Traditional Machine Learning Performance

Discover ways to improve traditional ML methods and tackle performance issues.

Harsh Kumar, R. Govindarajan

2025-01-26T11:52:21+00:00 ― 6 min read

Software Engineering ReSAT: A New Hope for Small Language Models

ReSAT improves small language models for better software issue resolution.

Zexiong Ma, Shengnan An, Zeqi Lin

2025-01-26T10:16:03+00:00 ― 5 min read

Software Engineering Evaluating Code Quality from Large Language Models

A new benchmark assesses code quality generated by Large Language Models.

Alejandro Velasco, Daniel Rodriguez-Cardenas, David N. Palacio

2025-01-26T08:39:45+00:00 ― 7 min read

Machine Learning Improving Fault Diagnosis in Machines with Deep Learning

Discover how uncertainty-aware deep learning enhances fault detection in rotating machinery.

Reza Jalayer, Masoud Jalayer, Andrea Mor

2025-01-26T05:27:09+00:00 ― 7 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 Choosing the Right Pre-trained Model for IoT

Find the perfect pre-trained model for your IoT device's needs.

Parth V. Patil, Wenxin Jiang, Huiyun Peng

2025-01-26T03:50:51+00:00 ― 6 min read

Machine Learning Building Trustworthy Deep Learning Models

Learn how to enhance the reliability of deep learning models through interpretability and robustness.

Navid Nayyem, Abdullah Rakin, Longwei Wang

2025-01-26T03:02:42+00:00 ― 5 min read

Machine Learning Safety First: Reinforcement Learning with CAPS

CAPS enhances reinforcement learning by keeping AI agents safe while achieving goals.

Yassine Chemingui, Aryan Deshwal, Honghao Wei

2025-01-26T02:14:33+00:00 ― 6 min read

Quantum Physics Quantum-Inspired AI: A New Frontier for Neural Networks

Discover how quantum-inspired models are transforming AI efficiency and effectiveness.

Shaozhi Li, M Sabbir Salek, Binayyak Roy

2025-01-26T01:23:48+00:00 ― 7 min read

Computer Vision and Pattern Recognition Revolutionizing Image Clustering with CgMCR

A new method improves how we cluster and analyze images.

W. He, Z. Huang, X. Meng

2025-01-26T00:38:15+00:00 ― 5 min read

Machine Learning Revolutionizing Learning with ECoral

ECoral enhances federated class-incremental learning while ensuring data privacy.

Rui Sun, Yumin Zhang, Varun Ojha

2025-01-25T23:50:06+00:00 ― 7 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

Computer Vision and Pattern Recognition Revolutionizing Image Segmentation with OMTSeg

OMTSeg advances image segmentation by combining vision and language for better object recognition.

Yi-Chia Chen, Wei-Hua Li, Chu-Song Chen

2025-01-25T23:01:57+00:00 ― 8 min read

Machine Learning Improving Language Models: A New Alignment Approach

Revolutionizing how generative language models operate for safer, more useful interactions.

Ananth Balashankar, Ziteng Sun, Jonathan Berant

2025-01-25T22:27:20+00:00 ― 8 min read

Artificial Intelligence Speeding Up Language Models with Adaptive Drafts

New methods are revolutionizing how language models generate text efficiently.

Situo Zhang, Hankun Wang, Da Ma

2025-01-25T21:25:39+00:00 ― 7 min read

Computer Vision and Pattern Recognition Transforming Self-Driving Car Training with TSceneJAL

A new framework improves object detection for self-driving cars.

Chenyang Lei, Meiying Zhang, Weiyuan Peng

2025-01-25T19:01:12+00:00 ― 5 min read

Computation and Language The Impact of Multiword Expressions on Language Processing

A look at the challenges and developments in understanding multiword expressions.

Lifeng Han, Kilian Evang, Archna Bhatia

2025-01-25T18:13:03+00:00 ― 5 min read

Machine Learning Graph Edit Distance: The Art of Measuring Similarity

Learn how Graph Edit Distance helps compare complex structures efficiently.

Qihao Cheng, Da Yan, Tianhao Wu

2025-01-25T15:48:36+00:00 ― 5 min read

Computer Vision and Pattern Recognition ConDistFL: A Game Changer in Medical Imaging

Learn how ConDistFL improves AI model training with sensitive medical data.

Pochuan Wang, Chen Shen, Masahiro Oda

2025-01-25T12:36:00+00:00 ― 6 min read

Sound Meet U-Mamba-Net: The Future of Speech Separation

A lightweight model designed to effectively separate mixed speech in noisy environments.

Shaoxiang Dang, Tetsuya Matsumoto, Yoshinori Takeuchi

2025-01-25T12:27:54+00:00 ― 6 min read

Networking and Internet Architecture RAG and GenSemCom: The Future of Smart Communication

Combining RAG and GenSemCom for efficient information exchange.

Shunpu Tang, Ruichen Zhang, Yuxuan Yan

2025-01-25T11:48:00+00:00 ― 7 min read

Statistical Finance Transforming High-Frequency Trading with ALPE

Learn how ALPE improves price forecasting in high-frequency trading.

Adamantios Ntakaris, Gbenga Ibikunle

2025-01-25T08:51:40+00:00 ― 5 min read

Computer Vision and Pattern Recognition Breaking Ground in Action Recognition with Skeleton Data

New methods enhance action recognition through skeleton data analysis.

Yuheng Yang

2025-01-25T07:47:06+00:00 ― 8 min read

Computer Vision and Pattern Recognition NijiGAN: The Future of Anime from Photos

NijiGAN transforms real images into stunning anime visuals with ease.

Kevin Putra Santoso, Anny Yuniarti, Dwiyasa Nakula

2025-01-25T06:10:48+00:00 ― 8 min read

Computer Vision and Pattern Recognition KALAHash: Smart Image Retrieval with Less Data

KALAHash improves image search efficiency with minimal training data.

Shu Zhao, Tan Yu, Xiaoshuai Hao

2025-01-25T03:46:21+00:00 ― 7 min read

Computation and Language Transforming AI Learning with Dynamic Skill Adaptation

DSA is changing how AI learns complex skills, improving performance and versatility.

Jiaao Chen, Diyi Yang

2025-01-24T22:57:27+00:00 ― 6 min read

Numerical Analysis Neural Networks: Physics Problem Solvers

Discover how neural networks tackle complex physics equations.

Vasiliy A. Es'kin, Alexey O. Malkhanov, Mikhail E. Smorkalov

2025-01-24T22:19:44+00:00 ― 7 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 Selective State-Space Models: The Future of Language Processing

New models show promise in handling complex language tasks efficiently.

Aleksandar Terzić, Michael Hersche, Giacomo Camposampiero

2025-01-24T21:21:09+00:00 ― 6 min read

Computer Vision and Pattern Recognition Optimizing Visual Understanding in AI Models

New method boosts multimodal language models' visual task performance.

Ziang Yan, Zhilin Li, Yinan He

2025-01-24T20:33:00+00:00 ― 6 min read

Artificial Intelligence Safety and Trust in Reinforcement Learning

A new framework enhances safety and explainability in RL applications.

Risal Shahriar Shefin, Md Asifur Rahman, Thai Le

2025-01-24T18:08:33+00:00 ― 6 min read

Statistics Theory Federated Learning: The Future of Privacy in Data

A look into federated learning and its role in maintaining privacy while improving data accuracy.

Tony Cai, Abhinav Chakraborty, Lasse Vuursteen

2025-01-24T16:56:14+00:00 ― 5 min read

Hardware Architecture The Evolution of Computer Architecture

Explore the journey from single-core to advanced domain-specific architectures.

Jefferson Ederhion, Festus Zindozin, Hillary Owusu

2025-01-24T14:07:48+00:00 ― 8 min read