Latest Articles for Machine Learning

Machine Learning Boosting Efficiency with Prediction-Enhanced Monte Carlo

PEMC combines Monte Carlo simulations with machine learning for faster, accurate results.

Fengpei Li, Haoxian Chen, Jiahe Lin

2025-02-19T23:38:58+00:00 ― 5 min read

Machine Learning PowerMLP: The Fast Track for Neural Networks

PowerMLP offers a speedy solution for efficient neural network training.

Ruichen Qiu, Yibo Miao, Shiwen Wang

2025-02-19T21:49:50+00:00 ― 7 min read

Computer Vision and Pattern Recognition Adapting Models Without Labels: The Future of AI

Learn how models adapt to new data without original labels using innovative techniques.

Jing Wang, Wonho Bae, Jiahong Chen

2025-02-19T21:41:51+00:00 ― 7 min read

Computer Vision and Pattern Recognition Enhancing Explainability in Vision Transformers with ViTmiX

ViTmiX combines techniques to improve understanding of Vision Transformers in AI.

Eduard Hogea, Darian M. Onchis, Ana Coporan

2025-02-19T20:05:33+00:00 ― 6 min read

Sound Fighting Audio Deepfakes with Smart Learning

New method improves detection of audio deepfakes using innovative learning techniques.

Yujie Chen, Jiangyan Yi, Cunhang Fan

2025-02-19T19:28:12+00:00 ― 6 min read

Machine Learning Simi-Mailbox: A Smart Solution for GNN Calibration

New method improves confidence in GNN predictions significantly.

Hyunjin Seo, Kyusung Seo, Joonhyung Park

2025-02-19T19:17:24+00:00 ― 8 min read

Software Engineering Transforming AI Development with the Generative AI Toolkit

Discover how the Generative AI Toolkit streamlines LLM application development.

Jens Kohl, Luisa Gloger, Rui Costa

2025-02-19T17:41:06+00:00 ― 6 min read

Robotics Humanoid Robots Learn from Human Videos

Transforming robot training through human-like movement captured on video.

Jiageng Mao, Siheng Zhao, Siqi Song

2025-02-19T16:52:57+00:00 ― 7 min read

Computer Vision and Pattern Recognition The Challenge of Visual-Spatial Intelligence in AI

Exploring how AI systems struggle with spatial reasoning compared to humans.

Jihan Yang, Shusheng Yang, Anjali W. Gupta

2025-02-19T16:04:48+00:00 ― 6 min read

Computer Vision and Pattern Recognition Bridging Text and Images: The Future of Machine Learning

Discover how VPIT helps machines learn to connect text and visuals seamlessly.

Shengbang Tong, David Fan, Jiachen Zhu

2025-02-19T13:40:21+00:00 ― 9 min read

Machine Learning Closing the Gaps in Healthcare Data

Methods to handle missing data can improve patient care and treatment analysis.

Lien P. Le, Xuan-Hien Nguyen Thi, Thu Nguyen

2025-02-19T13:28:36+00:00 ― 6 min read

Materials Science Revolutionizing Transistor Efficiency with D2GNCFETs

A look into advanced transistor design and machine learning applications.

Yash Pathak, Laxman Prasad Goswami, Bansi Dhar Malhotra

2025-02-19T11:20:04+00:00 ― 6 min read

Machine Learning Machine Learning for Everyone: Fair and Reliable Systems

Learn how multi-distribution learning makes machine systems smarter and fairer.

Rajeev Verma, Volker Fischer, Eric Nalisnick

2025-02-19T10:27:45+00:00 ― 7 min read

Artificial Intelligence Crafting o1: The Future of AI

Learn how to create o1, an advanced AI model that thinks like a human.

Zhiyuan Zeng, Qinyuan Cheng, Zhangyue Yin

2025-02-19T08:51:27+00:00 ― 6 min read

Machine Learning Transfer Learning: Borrowing Knowledge for AI Success

Learn how transfer learning improves AI by sharing knowledge across domains.

Jun Wu, Jingrui He

2025-02-19T05:38:51+00:00 ― 7 min read

Machine Learning CONDA: Adapting AI for Real-World Challenges

Learn how CONDA helps AI adapt and remain interpretable in changing conditions.

Jihye Choi, Jayaram Raghuram, Yixuan Li

2025-02-19T04:02:33+00:00 ― 6 min read

Computation and Language Keyword Extraction: Finding Gold in Text

Learn how keyword extraction streamlines information retrieval.

Matej Martinc, Hanh Thi Hong Tran, Senja Pollak

2025-02-19T02:26:15+00:00 ― 6 min read

Cryptography and Security Enhancing Network Security with Flow Exporters

Learn how flow exporters improve datasets for machine learning in intrusion detection.

Daniela Pinto, João Vitorino, Eva Maia

2025-02-18T20:01:03+00:00 ― 8 min read

Neurons and Cognition Harnessing Brain Power: Echo State Networks

Discover how brain connectomics enhances echo state networks for better predictions.

Bach Nguyen, Tianlong Chen, Shu Yang

2025-02-18T18:13:44+00:00 ― 7 min read

Computation and Language Teaching AI to Connect the Dots in Causation

A new method boosts AI's understanding of cause and effect.

Eleni Sgouritsa, Virginia Aglietti, Yee Whye Teh

2025-02-18T13:35:51+00:00 ― 5 min read

Computer Vision and Pattern Recognition AI Learns to Recognize Objects by Descriptions

Researchers teach AI to recognize objects using detailed descriptions instead of names.

Ethan Baron, Idan Tankel, Peter Tu

2025-02-18T12:47:42+00:00 ― 7 min read

Computer Vision and Pattern Recognition Unlocking the Secrets of Knowledge Distillation

Learn how small models gain strength from their larger mentors.

Gereziher Adhane, Mohammad Mahdi Dehshibi, Dennis Vetter

2025-02-18T11:59:33+00:00 ― 7 min read

Computer Vision and Pattern Recognition AdvIRL: Tricks to Strengthen 3D AI Models

A new tool helps train AI models to resist clever attacks in 3D.

Tommy Nguyen, Mehmet Ergezer, Christian Green

2025-02-18T08:55:30+00:00 ― 7 min read

Machine Learning Transforming Fluid Dynamics with Machine Learning

Researchers use machine learning to improve understanding of fluid dynamics for real-world applications.

Yuqiu Liu, Jingxuan Xu, Mauricio Soroco

2025-02-18T07:10:39+00:00 ― 4 min read

Computer Vision and Pattern Recognition AI's Role in Wrist Injury Diagnosis

Artificial intelligence enhances the diagnosis of wrist fractures in children and teens.

Ammar Ahmed, Ali Shariq Imran, Mohib Ullah

2025-02-18T06:22:30+00:00 ― 6 min read

Cryptography and Security Guarding Against Cyber Threats: The Modern Challenge

Explore the evolving world of cybersecurity and its critical role in safety.

Shalini Saini, Anitha Chennamaneni, Babatunde Sawyerr

2025-02-18T04:46:12+00:00 ― 14 min read

Machine Learning Synthetic Heart Sounds: A New Frontier in Healthcare

Synthetic data generation enhances heart sound analysis for improved diagnostics.

Ainaz Jamshidi, Muhammad Arif, Sabir Ali Kalhoro

2025-02-18T03:59:24+00:00 ― 7 min read

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