Latest Articles for Machine Learning

Machine Learning Harnessing Data Across Different Sources

Learn how heterogeneous transfer learning improves predictions using diverse datasets.

Jae Ho Chang, Massimiliano Russo, Subhadeep Paul

2025-01-28T07:24:21+00:00 ― 6 min read

Computational Physics Bridging Molecular Dynamics and Machine Learning

OpenMM-Python-Force connects MD simulations with machine learning for enhanced research.

Zhi Wang, Wen Yan

2025-01-28T05:08:38+00:00 ― 6 min read

Machine Learning Securing Graph Data with Federated Learning

FedGIG tackles privacy risks in graph data training.

Tianzhe Xiao, Yichen Li, Yining Qi

2025-01-28T01:35:24+00:00 ― 5 min read

Machine Learning Federated Learning: A Safe Approach to AI Training

Learn how federated learning enhances data privacy during AI model training.

Kunal Bhatnagar, Sagana Chattanathan, Angela Dang

2025-01-28T00:47:15+00:00 ― 6 min read

Sound Audio-Language Models: A New Frontier

Discover how audio-language models are changing sound recognition technology.

Gongyu Chen, Haomin Zhang, Chaofan Ding

2025-01-27T23:41:06+00:00 ― 6 min read

Computation and Language Segment-Based Attention Masking: A Game Changer for Language Models

Learn how MAS boosts language model performance in chatbots and reasoning tasks.

Shahar Katz, Liran Ringel, Yaniv Romano

2025-01-27T23:10:57+00:00 ― 7 min read

Machine Learning Federated Learning: Keeping Secrets While Collaborating

Learn how devices can share knowledge without exposing personal data.

Honggu Kang, Seohyeon Cha, Joonhyuk Kang

2025-01-27T21:34:39+00:00 ― 8 min read

Computation and Language Rethinking LLMs: The Need for Causal Reasoning

Causal reasoning is key for LLMs to excel in real-world applications.

Ruibo Tu, Hedvig Kjellström, Gustav Eje Henter

2025-01-27T21:13:59+00:00 ― 6 min read

Artificial Intelligence Advancing Document Understanding: New Benchmarks Unveiled

Explore how new benchmarks are transforming document interpretation by AI models.

Chao Deng, Jiale Yuan, Pi Bu

2025-01-27T18:22:03+00:00 ― 5 min read

Machine Learning Demystifying Tensors: A Simple Guide

Learn how tensors shape our understanding of complex data.

Shihao Shao, Yikang Li, Zhouchen Lin

2025-01-27T17:12:08+00:00 ― 6 min read

Quantum Physics Quantum Reinforcement Learning: A New Approach

Combining quantum computing with reinforcement learning for faster decision-making.

Thet Htar Su, Shaswot Shresthamali, Masaaki Kondo

2025-01-27T16:24:22+00:00 ― 9 min read

Machine Learning Revolutionizing Image Recovery: The MEM Method

Discover how the MEM method enhances image denoising through innovative techniques.

Matthew King-Roskamp, Rustum Choksi, Tim Hoheisel

2025-01-27T16:08:48+00:00 ― 6 min read

Computer Vision and Pattern Recognition Rethinking ImageNet: A Multi-Label Approach

Researchers call for a shift to multi-label evaluations in computer vision.

Esla Timothy Anzaku, Seyed Amir Mousavi, Arnout Van Messem

2025-01-27T15:57:36+00:00 ― 6 min read

Artificial Intelligence Vision Language Models: Bridging Text and Image

Uncover how vision language models improve understanding of images and text.

Tenghui Li, Guoxu Zhou, Xuyang Zhao

2025-01-27T13:33:09+00:00 ― 8 min read

Machine Learning Mixing Models: The Future of AI Creativity

Discover how blending generative models enhances creativity and quality in AI-generated content.

Parham Rezaei, Farzan Farnia, Cheuk Ting Li

2025-01-27T11:03:37+00:00 ― 6 min read

Machine Learning Revolutionizing Graph Representation Learning with Self-Supervised Techniques

A new method enhances graph representation learning using self-supervised approaches.

Ahmed E. Samy, Zekarias T. Kefatoa, Sarunas Girdzijauskasa

2025-01-27T09:32:24+00:00 ― 6 min read

Machine Learning Taming the Chaos of Data Corruption in Machine Learning

Learn how data corruption impacts machine learning and ways to tackle it.

Qi Liu, Wanjing Ma

2025-01-27T07:07:57+00:00 ― 9 min read

Software Engineering Boosting Code Review: Automation and Evaluation

Discover how new methods improve code review comments through automation and evaluation.

Junyi Lu, Xiaojia Li, Zihan Hua

2025-01-27T06:19:48+00:00 ― 5 min read

Machine Learning The Journey of Gradient Descent in AI

Explore how learning rates shape AI training and performance.

Lawrence Wang, Stephen J. Roberts

2025-01-27T05:58:26+00:00 ― 6 min read

Machine Learning Understanding Local Complexity in Neural Networks

A look at how local complexity impacts neural network performance.

Niket Patel, Guido Montúfar

2025-01-27T04:43:30+00:00 ― 5 min read

Artificial Intelligence Advancing AI with Direct Advantage Policy Optimization

Learn how DAPO enhances language models for better reasoning and performance.

Jiacai Liu, Chaojie Wang, Chris Yuhao Liu

2025-01-27T03:55:21+00:00 ― 7 min read

Machine Learning Cleaning Up Noisy Graphs: The NoiseHGNN Approach

Learn how NoiseHGNN improves understanding of messy graphs in data science.

Xiong Zhang, Cheng Xie, Haoran Duan

2025-01-27T01:30:54+00:00 ― 6 min read

Machine Learning Improving Semi-Supervised Learning with Density

New method enhances learning accuracy by focusing on data density.

Shuyang Liu, Ruiqiu Zheng, Yunhang Shen

2025-01-27T00:53:15+00:00 ― 5 min read

Machine Learning The Importance of Contrastive Explanations in Machine Learning

Explore how contrastive explanations enhance trust and understanding in machine learning models.

Yacine Izza, Joao Marques-Silva

2025-01-27T00:42:45+00:00 ― 8 min read

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