Latest Articles for Data Science

Artificial Intelligence Reinforcement Learning Redefined with DTR

A look into how DTR tackles reward bias in learning.

Songjun Tu, Jingbo Sun, Qichao Zhang

2025-03-14T21:49:03+00:00 ― 7 min read

Computation and Language Revolutionizing Knowledge Graph Completion with LLMs

A new method improves how AI fills gaps in knowledge graphs.

Ben Liu, Jihai Zhang, Fangquan Lin

2025-03-14T20:12:45+00:00 ― 6 min read

Computer Vision and Pattern Recognition Improving AI Learning with DomCLP

A new method helps AI systems adapt to unfamiliar data more effectively.

Jin-Seop Lee, Noo-ri Kim, Jee-Hyong Lee

2025-03-14T17:48:18+00:00 ― 6 min read

Machine Learning Streamlining Data Movement with Schrödinger Bridges

A new method simplifies data transfer, enhancing analysis and creativity.

George Rapakoulias, Ali Reza Pedram, Panagiotis Tsiotras

2025-03-14T16:12:00+00:00 ― 6 min read

Soft Condensed Matter Advancing Polymer Composites with Machine Learning

Discover how machine learning is transforming the design of polymer composites.

Huan Tran, Chiho Kim, Rishi Gurnani

2025-03-14T14:13:26+00:00 ― 8 min read

Atmospheric and Oceanic Physics GenEPS: The Future of Weather Forecasting

Learn how GenEPS improves weather predictions with advanced techniques.

Congyi Nai, Xi Chen, Shangshang Yang

2025-03-14T06:15:46+00:00 ― 6 min read

Numerical Analysis Revolutionary Insights from HiPPO-LegS ODE

Discover how HiPPO-LegS ODE enhances deep learning for long data sequences.

Jaesung R. Park, Jaewook J. Suh, Ernest K. Ryu

2025-03-14T05:16:20+00:00 ― 5 min read

Computation Navigating High-Dimensional Sampling: Challenges and Solutions

Discover the intricacies and advancements in high-dimensional sampling methods.

Benny Sun, Yuansi Chen

2025-03-14T00:38:02+00:00 ― 7 min read

Machine Learning Taming Noisy Labels with Optimized Gradient Clipping

Learn how OGC helps machine learning models handle noisy data effectively.

Xichen Ye, Yifan Wu, Weizhong Zhang

2025-03-13T20:56:24+00:00 ― 5 min read

Machine Learning The Magnificent Seven of Deep Learning

Explore the key algorithms shaping the future of artificial intelligence.

Dilshod Azizov, Muhammad Arslan Manzoor, Velibor Bojkovic

2025-03-13T20:08:15+00:00 ― 8 min read

Bioinformatics Advancing Drug Discovery through Data Integration

Combining resources to enhance drug target identification and disease understanding.

Melissa Harrison, S. Tirunagari, S. Saha

2025-03-13T19:57:39+00:00 ― 6 min read

Computation and Language Can AI Learn to Plan Effectively?

Examining the capabilities of large language models in planning tasks.

Sukai Huang, Trevor Cohn, Nir Lipovetzky

2025-03-13T13:43:03+00:00 ― 6 min read

Computer Vision and Pattern Recognition The Stripes That Fool: Texture Bias in AI

Discover how texture bias impacts AI decisions and object recognition.

Blaine Hoak, Ryan Sheatsley, Patrick McDaniel

2025-03-13T08:06:00+00:00 ― 6 min read

Machine Learning Strengthening Machine Learning: The Path to Robust Models

Discover the advances in machine learning focusing on robustness and generalization.

Khoat Than, Dat Phan, Giang Vu

2025-03-13T04:17:18+00:00 ― 5 min read

Machine Learning Aligning AI: Tackling the Challenge of Human Values

Learn how researchers are improving AI alignment with human values through innovative methods.

Shambhavi Krishna, Aishwarya Sahoo

2025-03-12T19:15:36+00:00 ― 6 min read

Signal Processing Mastering State Estimation in Uncertain Worlds

Learn how state estimation techniques reshape our understanding of dynamic systems.

Jakub Matousek, Jindrich Dunik, Marek Brandner

2025-03-12T18:50:24+00:00 ― 8 min read

Data Structures and Algorithms Revamping Graph Querying with New Algorithms

Discover a faster way to handle Regular Path Queries in graph databases.

Georgiy Belyanin, Semyon Grigoriev

2025-03-11T22:23:42+00:00 ― 6 min read

Functional Analysis Unraveling the Mysteries of Interpolating Sequences

A deep dive into interpolating sequences and their significance in complex analysis.

Nikolaos Chalmoukis, Alberto Dayan

2025-03-11T18:40:00+00:00 ― 7 min read

Machine Learning Mastering Multiclass Classification: Techniques and Challenges

Explore multiclass classification, challenges, and powerful boosting techniques.

Marco Bressan, Nataly Brukhim, Nicolò Cesa-Bianchi

2025-03-11T16:41:01+00:00 ― 6 min read

Optimization and Control Navigating Optimization with Proximal Point Algorithms

Discover how proximal point algorithms solve complex optimization problems.

Ya-xiang Yuan, Yi Zhang

2025-03-11T16:00:10+00:00 ― 6 min read

Machine Learning The Future of Generative Modeling: A Leap Forward

New method boosts generative modeling efficiency without sacrificing quality.

Jaehyeon Kim, Taehong Moon, Keon Lee

2025-03-11T14:22:12+00:00 ― 5 min read

Machine Learning The Art of Blending Data in AI Training

Discover how diffusion processes improve AI learning through clean and noisy data blending.

Yair Schiff, Subham Sekhar Sahoo, Hao Phung

2025-03-11T12:45:54+00:00 ― 6 min read

Nuclear Theory Machine Learning Transforms Binding Energy Predictions

New machine learning models enhance accuracy of binding energy estimations in atomic nuclei.

Ian Bentley, James Tedder, Marwan Gebran

2025-03-11T12:11:08+00:00 ― 7 min read

Machine Learning A Structured Approach to Generative Models

Learn how structured training improves machine learning models and their accuracy.

Santiago Aranguri, Francesco Insulla

2025-03-11T11:35:50+00:00 ― 6 min read

Computer Vision and Pattern Recognition Revolutionizing Classification with Multi-Head Encoding

Multi-Head Encoding transforms extreme label classification into a manageable task.

Daojun Liang, Haixia Zhang, Dongfeng Yuan

2025-03-11T11:09:36+00:00 ― 6 min read

Computer Vision and Pattern Recognition VLR-Bench: Bridging Images and Text for Smarter Machines

A new test for machines to answer image and text questions.

Hyeonseok Lim, Dongjae Shin, Seohyun Song

2025-03-11T07:57:00+00:00 ― 7 min read

Computation and Language Rethinking Entity Recognition: A New Approach

Researchers are reshaping entity recognition methods with better evaluation strategies.

Jonas Golde, Patrick Haller, Max Ploner

2025-03-11T05:32:33+00:00 ― 6 min read

Classical Analysis and ODEs The Intriguing World of Multiple Orthogonal Polynomials

Discover how multiple orthogonal polynomials shape mathematics and its real-world applications.

Lidia Fernández, Juan Antonio Villegas

2025-03-10T21:21:20+00:00 ― 8 min read

Machine Learning Denoising Diffusion Models: A New Wave in AI

Explore how DDMs transform random noise into valuable data.

Christopher Williams, Andrew Campbell, Arnaud Doucet

2025-03-10T20:20:17+00:00 ― 6 min read

Computer Vision and Pattern Recognition Revolutionizing Data Annotation in Computer Vision

New methods improve image labeling for better model performance and efficiency.

Niclas Popp, Dan Zhang, Jan Hendrik Metzen

2025-03-10T16:42:09+00:00 ― 7 min read

Machine Learning Memorization vs. Generalization in AI: A Double-Edged Sword

Explore the balance between memorization and generalization in machine learning.

Reza Bayat, Mohammad Pezeshki, Elvis Dohmatob

2025-03-10T15:15:06+00:00 ― 6 min read

Optimization and Control Boosting Bayesian Optimization with Latent Space Techniques

Discover how advanced methods enhance the search for optimal solutions.

Luo Long, Coralia Cartis, Paz Fink Shustin

2025-03-10T13:21:50+00:00 ― 5 min read

Computer Vision and Pattern Recognition Streamlined Dataset Distillation: A New Approach

A new method improves dataset distillation for efficient image recognition.

Xinhao Zhong, Shuoyang Sun, Xulin Gu

2025-03-10T10:16:57+00:00 ― 6 min read

Computer Vision and Pattern Recognition Optimizing Dataset Distillation with Conditional Mutual Information

A new method to create efficient synthetic datasets for deep learning models.

Xinhao Zhong, Bin Chen, Hao Fang

2025-03-10T07:52:30+00:00 ― 7 min read

Systems and Control Tracking the Shifting Sands of Time-Varying Systems

Learn how to track changing systems with a unique algorithm.

András Sasfi, Alberto Padoan, Ivan Markovsky

2025-03-10T02:42:30+00:00 ― 6 min read

Computer Vision and Pattern Recognition Advancing Medical Imaging with Prompt2Perturb

A new method improves adversarial image creation in medical imaging.

Yasamin Medghalchi, Moein Heidari, Clayton Allard

2025-03-10T02:15:27+00:00 ― 7 min read

Machine Learning Navigating the Complex World of Classification

Explore how classification helps machines learn in high-dimensional data.

Jonathan García, Philipp Petersen

2025-03-09T23:59:33+00:00 ― 5 min read

Computation and Language Byte Latent Transformer: A New Era in Language Processing

Discover the Byte Latent Transformer, a game changer in machine language understanding.

Artidoro Pagnoni, Ram Pasunuru, Pedro Rodriguez

2025-03-09T19:02:06+00:00 ― 6 min read

Computation and Language Improving OCR for Low-Resource Languages

A new method enhances OCR accuracy for underrepresented languages.

Harshvivek Kashid, Pushpak Bhattacharyya

2025-03-09T15:49:30+00:00 ― 8 min read

Machine Learning Optimizing Data Representation with Johnson-Lindenstrauss Embedding

Learn how optimization is reshaping data representation techniques.

Nikos Tsikouras, Constantine Caramanis, Christos Tzamos

2025-03-09T13:49:11+00:00 ― 7 min read