Latest Articles for Data Science

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 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

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

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

Computation and Language Smart Fine-Tuning for Multimodal Models

A new approach to improve LMMs by focusing on mistakes instead of data volume.

Barry Menglong Yao, Qifan Wang, Lifu Huang

2025-02-07T07:57:27+00:00 ― 7 min read

Quantum Physics Transforming Quantum Circuits: The Role of T-gates

Discover how T-gates elevate quantum circuits from simple to complex operations.

Dominik Szombathy, Angelo Valli, Cătălin Paşcu Moca

2025-02-07T05:34:10+00:00 ― 7 min read

Computer Vision and Pattern Recognition Crack Segmentation: A Game Changer for Structural Safety

Revolutionary method improves crack detection in buildings and infrastructure.

Kushagra Srivastava, Damodar Datta Kancharla, Rizvi Tahereen

2025-02-07T05:33:00+00:00 ― 6 min read

Disordered Systems and Neural Networks Unraveling the Mysteries of Neural Networks

Dive into the complexities of how neural networks learn and interact.

P. Baglioni, L. Giambagli, A. Vezzani

2025-02-07T04:46:24+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

General Economics The Rise of Data-Driven Economic Models

Discover how data-driven models reshape economic predictions and policy-making.

Marco Pangallo, R. Maria del Rio-Chanona

2025-02-06T23:02:20+00:00 ― 6 min read

Machine Learning Dynamic Graphs: A New Way to Model Change

Explore how DG-Gen transforms dynamic graph generation and analysis.

Ryien Hosseini, Filippo Simini, Venkatram Vishwanath

2025-02-06T20:43:21+00:00 ― 7 min read

Quantum Physics Decoding the Future of Quantum Machine Learning

An overview of the challenges and breakthroughs in explainable quantum AI.

Elies Gil-Fuster, Jonas R. Naujoks, Grégoire Montavon

2025-02-06T20:17:36+00:00 ― 6 min read

Machine Learning Advancements in Continual Learning with KLDA

KLDA tackles challenges in continual learning while preserving past knowledge.

Saleh Momeni, Sahisnu Mazumder, Bing Liu

2025-02-06T19:07:03+00:00 ― 7 min read

Computer Vision and Pattern Recognition Revolutionizing Semantic Segmentation with CICLD Model

CICLD model enhances semantic segmentation, bridging the gap between synthetic and real-world imagery.

Jongmin Yu, Zhongtian Sun, Shan Luo

2025-02-06T17:30:45+00:00 ― 9 min read

Signal Processing Improving Heart Rate Monitoring with AI

Learn how new techniques boost accuracy in heart rate estimation.

Luca Benfenati, Sofia Belloni, Alessio Burrello

2025-02-06T00:49:30+00:00 ― 6 min read

Computer Vision and Pattern Recognition Transforming AI with Few-Shot Learning

Explore how few-shot learning and unrolling optimize AI's adaptability with minimal data.

Long Zhou, Fereshteh Shakeri, Aymen Sadraoui

2025-02-05T22:15:09+00:00 ― 9 min read

Machine Learning Mastering the Art of Fine-tuning Diffusion Models

A look into enhancing diffusion models for better data generation.

Yinbin Han, Meisam Razaviyayn, Renyuan Xu

2025-02-05T03:32:00+00:00 ― 8 min read

Computer Vision and Pattern Recognition Revolutionizing Semantic Segmentation with Synthetic Data

New methods enhance object recognition in varying weather using synthetic data.

Javier Montalvo, Roberto Alcover-Couso, Pablo Carballeira

2025-02-05T01:23:15+00:00 ― 6 min read

Machine Learning Revolutionizing Long-Term Forecasting with LDM

Discover how LDM transforms long-term time series predictions.

Chao Ma, Yikai Hou, Xiang Li

2025-02-04T23:46:57+00:00 ― 5 min read

Computer Vision and Pattern Recognition Transforming Long-Tailed Learning in Machine Learning

New methods correct biases in machine learning for better class representation.

S Divakar Bhat, Amit More, Mudit Soni

2025-02-04T19:46:12+00:00 ― 5 min read

Computer Vision and Pattern Recognition A Fresh Take on Multi-view Clustering

Discover the ALPC approach for improved data organization through anchor-based methods.

Yawei Chen, Huibing Wang, Jinjia Peng

2025-02-04T14:57:18+00:00 ― 7 min read

Machine Learning Revolutionizing Neural Network Training with Learn2Mix

Discover an efficient new approach to train neural networks effectively.

Shyam Venkatasubramanian, Vahid Tarokh

2025-02-04T12:20:35+00:00 ― 6 min read

Computation and Language Evaluating AI's Reasoning with ORQA Benchmark

A new benchmark challenges AI models in operations research reasoning.

Mahdi Mostajabdaveh, Timothy T. Yu, Samarendra Chandan Bindu Dash

2025-02-04T10:08:24+00:00 ― 6 min read

Robotics Revolutionizing Robot Movement: The Friction Factor

Researchers enhance robot efficiency by improving friction modeling techniques.

Victor Vantilborgh, Sander De Witte, Frederik Ostyn

2025-02-04T09:20:42+00:00 ― 7 min read

Machine Learning MFGAT: A New Approach to Complex Data

Multi-view Fuzzy Graph Attention Networks improve understanding of complex data relationships.

Jinming Xing, Dongwen Luo, Qisen Cheng

2025-02-04T09:20:15+00:00 ― 7 min read

Analysis of PDEs Efficient Data Clustering with Volume Constraints

Discover how the volume-constrained MBO scheme improves data organization and analysis.

Fabius Krämer, Tim Laux

2025-02-04T06:13:20+00:00 ― 5 min read

Computation and Language Advancing Speech Recognition for Swiss German

Researchers enhance Swiss German speech recognition through innovative data generation.

Vincenzo Timmel, Claudio Paonessa, Reza Kakooee

2025-02-04T04:24:36+00:00 ― 6 min read

Machine Learning Simplifying Neural Networks: Uncertainty and Efficiency

Learn how to streamline neural networks and improve prediction confidence.

Govinda Anantha Padmanabha, Cosmin Safta, Nikolaos Bouklas

2025-02-04T02:10:13+00:00 ― 7 min read

Machine Learning Revolutionizing Scientific Data Compression

Discover how advanced models are changing the way we handle scientific data.

Xiao Li, Jaemoon Lee, Anand Rangarajan

2025-02-04T00:30:36+00:00 ― 9 min read

Machine Learning Revealing the Influences in Self-Supervised Learning

Understanding data influences can improve self-supervised learning models.

Nidhin Harilal, Amit Kiran Rege, Reza Akbarian Bafghi

2025-02-03T22:06:09+00:00 ― 8 min read

Artificial Intelligence The Art of Text Summarization

Learn how text summarization can simplify information consumption.

Gospel Ozioma Nnadi, Flavio Bertini

2025-02-03T21:18:00+00:00 ― 6 min read

Machine Learning Transforming Graph Analysis with Edge Insights

Discover how edge filtration enhances graph neural networks for better data representation.

Jaesun Shin, Eunjoo Jeon, Taewon Cho

2025-02-03T16:54:10+00:00 ― 5 min read

Artificial Intelligence Generative Models: Crafting New Realities from Data

Discover how generative models shape data into innovative creations.

Yang He, Vassiliy Lubchenko

2025-02-03T15:59:51+00:00 ― 6 min read

Computer Vision and Pattern Recognition Detecting Glitches in Image Generation: A New Approach

Researchers develop Similarity Trajectories to identify artifacts in images effectively.

Dennis Menn, Feng Liang, Hung-Yueh Chiang

2025-02-03T14:04:39+00:00 ― 7 min read

Distributed, Parallel, and Cluster Computing New Framework for Efficient Data Labeling

Clustered Federated Semi-Supervised Learning enhances data processing speed and accuracy.

Moqbel Hamood, Abdullatif Albaseer, Mohamed Abdallah

2025-02-03T10:52:03+00:00 ― 6 min read

Machine Learning Transforming Data Selection for Smarter Models

A new method speeds up model training by selecting the best data.

Mohammadreza Sharifi

2025-02-03T08:27:36+00:00 ― 8 min read

Computation and Language The Future of AI: Multi-Agent Systems

Discover how collaboration among AI agents improves performance and efficiency.

Hai Ye, Mingbao Lin, Hwee Tou Ng

2025-02-03T07:39:27+00:00 ― 6 min read

Machine Learning Tackling Class Imbalance with GAT-RWOS

GAT-RWOS offers a new method to balance classes in data science effectively.

Zahiriddin Rustamov, Abderrahmane Lakas, Nazar Zaki

2025-02-03T05:49:29+00:00 ― 6 min read

Computation and Language Reversed Attention: A New Insight into Language Models

Discover how Reversed Attention improves language models' learning and decision-making.

Shahar Katz, Lior Wolf

2025-02-03T02:02:24+00:00 ― 5 min read

Machine Learning Smart Learning: Machines that Never Forget

Discover how machines learn without forgetting using synthetic data and expert systems.

Yewon Byun, Sanket Vaibhav Mehta, Saurabh Garg

2025-02-02T23:37:57+00:00 ― 6 min read