Machine Learning

Computation and Language A Safer Future for AI Language Models

Deliberative Alignment aims to make AI language models safer and more reliable.

Melody Y. Guan, Manas Joglekar, Eric Wallace

2025-02-09T22:33:09+00:00 ― 5 min read

Software Engineering Navigating Faults in Deep Learning Systems

A guide to understanding and addressing faults in deep learning models.

Gunel Jahangirova, Nargiz Humbatova, Jinhan Kim

2025-02-09T21:45:00+00:00 ― 5 min read

Machine Learning Synthetic Data: A New Hope for Fair Healthcare

Synthetic data could help make healthcare predictions more equitable for all groups.

Daniel Smolyak, Arshana Welivita, Margrét V. Bjarnadóttir

2025-02-09T20:56:51+00:00 ― 7 min read

Machine Learning Meet jinns: The Game Changer for Neural Networks

jinns enhances physics-informed neural networks for diverse real-world applications.

Hugo Gangloff, Nicolas Jouvin

2025-02-09T19:30:10+00:00 ― 7 min read

Computer Vision and Pattern Recognition Less Is More: A New Take on Image Generation

Researchers find compressed images improve AI-generated art quality.

Vivek Ramanujan, Kushal Tirumala, Armen Aghajanyan

2025-02-09T18:32:24+00:00 ― 7 min read

Computer Vision and Pattern Recognition Revolutionizing Color Storage with Neural Networks

Discover a smarter way to store and apply color LUTs.

Vahid Zehtab, David B. Lindell, Marcus A. Brubaker

2025-02-09T17:39:18+00:00 ― 7 min read

Optimization and Control Balancing Safety and Efficiency in Stochastic Control Systems

Learn how to safely navigate unpredictable systems for optimal outcomes.

Tingting Ni, Maryam Kamgarpour

2025-02-09T16:45:10+00:00 ― 8 min read

Computer Vision and Pattern Recognition Revolutionizing Few-Shot Learning and Domain Adaptation

A unified framework for efficient computer vision tasks using minimal data.

Bharadwaj Ravichandran, Alexander Lynch, Sarah Brockman

2025-02-09T16:07:57+00:00 ― 7 min read

Machine Learning Revolutionizing Time Series Data Compression

A new method enhances time series data storage and access.

Andrea Guerra, Giorgio Vinciguerra, Antonio Boffa

2025-02-09T14:31:39+00:00 ― 6 min read

Machine Learning Classifying Nodes: A Semi-Supervised Approach

Learn how limited information aids in node classification using semi-supervised learning.

Hai-Xiao Wang, Zhichao Wang

2025-02-09T14:24:59+00:00 ― 6 min read

Machine Learning Revolutionizing Model Training with PAMDA

Learn how PAMDA improves multi-source domain adaptation for better model performance.

Min Huang, Zifeng Xie, Bo Sun

2025-02-09T13:43:30+00:00 ― 7 min read

Computer Vision and Pattern Recognition Personalized Representation Learning: A New Approach to Image Recognition

Learn how machines can recognize personal items with fewer images.

Shobhita Sundaram, Julia Chae, Yonglong Tian

2025-02-09T12:55:21+00:00 ― 7 min read

Sound AI Voice Test Could Revolutionize Laryngeal Cancer Detection

A new AI method analyzes voices to detect laryngeal cancer risk.

Mary Paterson, James Moor, Luisa Cutillo

2025-02-09T05:28:46+00:00 ― 7 min read

Artificial Intelligence Predicting the Future with Event Logs

Learn how event logs can enhance predictions for better decision-making.

Benedikt Bollig, Matthias Függer, Thomas Nowak

2025-02-09T00:04:57+00:00 ― 7 min read

Computer Vision and Pattern Recognition The Future of Video-to-Audio Synthesis

Discover how video-to-audio synthesis is changing media experiences with perfect sound alignment.

Ho Kei Cheng, Masato Ishii, Akio Hayakawa

2025-02-08T21:54:54+00:00 ― 7 min read

Machine Learning Decoding Machine Learning: SHAP vs. GradCAM

A look at how SHAP and GradCAM clarify machine learning predictions.

Felix Tempel, Daniel Groos, Espen Alexander F. Ihlen

2025-02-08T20:04:12+00:00 ― 7 min read

Machine Learning Revolutionizing RNNs with Adaptive Loss Function

A new method enhances RNN performance in processing sequences.

Bojian Yin, Federico Corradi

2025-02-08T17:39:45+00:00 ― 6 min read

Robotics The Future of Robot Learning: A New Era Ahead

Explore how robots are learning through data for real-world tasks.

Marius Memmel, Jacob Berg, Bingqing Chen

2025-02-08T16:58:48+00:00 ― 7 min read

Computer Vision and Pattern Recognition Transforming Biomedical Image Segmentation with MultiverSeg

A new tool streamlines image segmentation in healthcare and research.

Hallee E. Wong, Jose Javier Gonzalez Ortiz, John Guttag

2025-02-08T12:02:42+00:00 ― 5 min read

Software Engineering Fairness in Machine Learning: A Recipe for Success

Exploring fairness-aware practices for machine learning fairness and performance.

Gianmario Voria, Rebecca Di Matteo, Giammaria Giordano

2025-02-08T09:38:15+00:00 ― 7 min read

Machine Learning Revolutionizing Weather Predictions with SpaT-SparK

SpaT-SparK transforms short-term weather forecasting using innovative machine learning techniques.

Haotian Li, Arno Siebes, Siamak Mehrkanoon

2025-02-08T08:01:57+00:00 ― 6 min read

Sound Transforming Sound Design with Stable-V2A

A new system revolutionizes how sound designers create audio for videos.

Riccardo Fosco Gramaccioni, Christian Marinoni, Emilian Postolache

2025-02-08T07:06:36+00:00 ― 8 min read

Artificial Intelligence Step-Level Reward Models: A New Approach to AI Reasoning

Discover how SRMs enhance machine reasoning in mathematics through structured feedback.

Yiran Ma, Zui Chen, Tianqiao Liu

2025-02-08T05:37:30+00:00 ― 6 min read

Machine Learning Smart Choices: Maximizing Results with Cost-Aware Optimization

Learn how a new algorithm finds the best options while controlling costs.

Vu Viet Hoang, Quoc Anh Hoang Nguyen, Hung Tran The

2025-02-08T03:13:03+00:00 ― 6 min read

Machine Learning Revolutionizing Communication: MarkovType in BCIs

MarkovType enhances brain-computer interface typing for better communication.

Elifnur Sunger, Yunus Bicer, Deniz Erdogmus

2025-02-08T02:24:54+00:00 ― 6 min read

Machine Learning Adapting Reinforcement Learning for Changing Environments

New techniques improve learning efficiency in AI agents as environments shift.

Benjamin Ellis, Matthew T. Jackson, Andrei Lupu

2025-02-08T00:47:40+00:00 ― 7 min read

Machine Learning Unlocking the Magic of Knowledge Graphs

Discover how Knowledge Graphs and SDN reshape information connections.

Tengfei Ma, Yujie Chen, Liang Wang

2025-02-08T00:00:27+00:00 ― 6 min read

Machine Learning Managing Uncertainty in Deep Learning

Learn how scientists address uncertainty in deep learning for better predictions.

Sophie Steger, Christian Knoll, Bernhard Klein

2025-02-07T21:36:00+00:00 ― 8 min read

Machine Learning Shrinking Giants: Efficiency in Language Models

Researchers refine large language models for better efficiency and task focus.

Jorge García-Carrasco, Alejandro Maté, Juan Trujillo

2025-02-07T20:47:51+00:00 ― 7 min read

Computation and Language Understanding the Thought Process of Medical AI

Exploring how Large Language Models think in healthcare.

Shamus Sim, Tyrone Chen

2025-02-07T19:59:42+00:00 ― 8 min read

Machine Learning Grams: A New Way to Optimize Machine Learning

Grams offers a fresh take on optimization for machine learning models.

Yang Cao, Xiaoyu Li, Zhao Song

2025-02-07T19:28:00+00:00 ― 7 min read

Computer Vision and Pattern Recognition Recurrent Layers: A New Way to Segment Images

Exploring how recurrent systems can boost image segmentation performance.

David Calhas, João Marques, Arlindo L. Oliveira

2025-02-07T19:11:33+00:00 ― 6 min read

Machine Learning Predicting Neural Network Performance with Architecture Insights

A new method predicts learning curves based on neural network architecture.

Yanna Ding, Zijie Huang, Xiao Shou

2025-02-07T16:38:20+00:00 ― 8 min read

Artificial Intelligence Revolutionizing Teamwork in AI with AIR

AIR blends individual and team strategies in AI for better performance.

Guangchong Zhou, Zeren Zhang, Guoliang Fan

2025-02-07T15:10:48+00:00 ― 7 min read

Machine Learning Revolutionizing Mobile Edge Computing with Experts

Discover how Mixture-of-Experts enhances Mobile Edge Computing.

Hongbo Li, Lingjie Duan

2025-02-07T13:34:30+00:00 ― 6 min read

Machine Learning Unpacking Graph Attention Networks: When Less is More

Discover when Graph Attention Networks shine and when simpler methods prevail.

Zhongtian Ma, Qiaosheng Zhang, Bocheng Zhou

2025-02-07T11:33:09+00:00 ― 5 min read

Machine Learning Balancing Energy Supply and Demand with Neural Networks

Learn how neural networks improve energy management and predict future needs.

Van Truong Vo, Samad Noeiaghdam, Denis Sidorov

2025-02-07T08:48:40+00:00 ― 6 min read

Machine Learning AI Learns to Teach Itself with New Method

A new framework allows AI to learn independently from images.

Wentao Tan, Qiong Cao, Yibing Zhan

2025-02-07T07:09:18+00:00 ― 7 min read

Machine Learning DropPatch: Transforming Time-Series Analysis

DropPatch enhances time-series forecasting through innovative masking techniques.

Tianyu Qiu, Yi Xie, Yun Xiong

2025-02-07T01:22:47+00:00 ― 7 min read

Machine Learning Revolutionary Model Transforming Molecular Understanding

A new method enhances molecular analysis through pre-trained Graph Neural Networks.

Van Thuy Hoang, O-Joun Lee

2025-02-07T00:44:06+00:00 ― 7 min read

Computer Science - Machine Learning