Latest Articles for Data Science

Computer Vision and Pattern Recognition Improving Object Detection with Prototypes and Similarity Techniques

A new framework enhances object detection by identifying out-of-distribution instances using prototypes.

Junkun Chen, Jilin Mei, Liang Chen

2025-06-14T20:34:18+00:00 ― 6 min read

Information Retrieval Improving Algorithm Selection for Implicit Feedback

Research focuses on selecting the best algorithms for implicit feedback in recommender systems.

Lukas Wegmeth, Tobias Vente, Joeran Beel

2025-06-14T20:26:24+00:00 ― 4 min read

Computation and Language Dropout Techniques in Training Smaller Language Models

This article reviews dropout methods for boosting small language models' performance.

Dylan Hillier, Leon Guertler, Bobby Cheng

2025-06-14T19:39:00+00:00 ― 5 min read

Quantum Physics AQ-PINNs: A New Approach to Climate Modeling

AQ-PINNs merges quantum computing and AI for efficient climate modeling.

Siddhant Dutta, Nouhaila Innan, Sadok Ben Yahia

2025-06-14T19:10:33+00:00 ― 6 min read

Computer Vision and Pattern Recognition Advancements in Few-Shot Learning for Image Segmentation

A new approach improves segmentation with limited labeled data.

Jiaqi Yang, Ye Huang, Xiangjian He

2025-06-14T18:51:36+00:00 ― 5 min read

Machine Learning Improving Node Classification with Graffin

Graffin enhances tail node classification in imbalanced data scenarios.

Xiaorui Qi, Yanlong Wen, Xiaojie Yuan

2025-06-14T18:04:12+00:00 ― 5 min read

Methodology Improving Disease Treatment Through Robust Group Identification

New methods enhance subgroup identification for better-targeted medical treatments.

Xu Liu, Jian Huang, Yong Zhou

2025-06-14T16:27:12+00:00 ― 5 min read

Statistics Theory Hierarchical Topic Modeling for Text Analysis

A study on using tree structures to enhance topic modeling in text data.

Sunrit Chakraborty, Rayleigh Lei, XuanLong Nguyen

2025-06-14T13:06:56+00:00 ― 5 min read

Human-Computer Interaction The Impact of Data Quality on AI Visualizations

This study examines how data quality affects AI-generated visualizations.

Rania Saber, Anna Fariha

2025-06-14T12:56:06+00:00 ― 8 min read

Machine Learning Advancing Emotion Prediction with Limited Data

New model improves predictions of human emotions despite sparse data challenges.

Sagar Paresh Shah, Ga Wu, Sean W. Kortschot

2025-06-14T12:48:12+00:00 ― 6 min read

Computation and Language The Role of Small Models in AI

Small models offer unique advantages in AI, complementing larger models efficiently.

Lihu Chen, Gaël Varoquaux

2025-06-14T12:40:18+00:00 ― 6 min read

Computer Vision and Pattern Recognition Advancements in Face Inpainting During the Pandemic

New techniques enhance face restoration, overcoming challenges posed by masks.

Minmin Yang

2025-06-14T12:24:30+00:00 ― 6 min read

Machine Learning Soft Preference Labels Improve Language Model Training

Soft preference labels enhance the alignment of models with human choices.

Hiroki Furuta, Kuang-Huei Lee, Shixiang Shane Gu

2025-06-14T10:33:54+00:00 ― 5 min read

General Economics The Impact of Weather Data on Agriculture

Exploring how weather data influences agriculture and economic research.

Anna Josephson, Jeffrey D. Michler, Talip Kilic

2025-06-14T09:44:06+00:00 ― 5 min read

Computation and Language Improving Llama-3: A Focus on Language Mixture and Training

Enhancing Llama-3's capabilities with improved language mixture and training methods.

Ningyuan Xi, Yetao Wu, Kun Fan

2025-06-14T09:14:54+00:00 ― 6 min read

Machine Learning Sampling Techniques for Bayesian Neural Networks

A look at effective sampling methods for wide Bayesian Neural Networks.

Lucia Pezzetti, Stefano Favaro, Stefano Peluchetti

2025-06-14T08:56:36+00:00 ― 6 min read

Machine Learning Evaluating Self-Supervised Learning with Unlabelled Data

New metrics help assess SSL methods using unlabelled data effectively.

Isaac Xu, Scott Lowe, Thomas Trappenberg

2025-06-14T08:19:36+00:00 ― 4 min read

Machine Learning The Reality of Learning with Privileged Information

Examining the role and effectiveness of privileged information in machine learning.

Danil Provodin, Bram van den Akker, Christina Katsimerou

2025-06-14T08:06:32+00:00 ― 6 min read

Probability Understanding Tensors and Random Walks

Exploring the roles of tensors and random walks in data science.

Shih-Yu Chang

2025-06-14T07:12:14+00:00 ― 5 min read

Computer Vision and Pattern Recognition Improving Unknown Object Segmentation in AI Systems

A new module enhances segmentation of unknown objects without retraining core models.

Nazir Nayal, Youssef Shoeb, Fatma Güney

2025-06-14T05:17:54+00:00 ― 5 min read

Computation New Methods for MCMC Convergence Diagnostics

Introducing improved techniques for analyzing MCMC sample reliability.

Luke Duttweiler, Jonathan Klus, Brent Coull

2025-06-14T03:56:12+00:00 ― 6 min read

Machine Learning Improving Time Series Forecasting with AutoTSAug

A new method enhances the accuracy of time series predictions.

Haochen Yuan, Xuelin Li, Yunbo Wang

2025-06-14T03:03:36+00:00 ― 5 min read

Information Retrieval Mamba: A Fresh Approach to Recommendations

Mamba improves personalized recommendation systems with speed and accuracy.

Andrew Starnes, Clayton Webster

2025-06-14T01:36:42+00:00 ― 5 min read

Signal Processing Monitoring Changes in Dynamic Networks

A method for tracking evolving connections in networks for better decision-making.

Victor M. Tenorio, Elvin Isufi, Geert Leus

2025-06-14T01:30:30+00:00 ― 5 min read

Atmospheric and Oceanic Physics Innovative Data-Driven Weather Forecasting Model

A new model enhances weather predictions for Nordic countries using data-driven technology.

Thomas Nils Nipen, Håvard Homleid Haugen, Magnus Sikora Ingstad

2025-06-14T01:07:15+00:00 ― 2 min read

Machine Learning Y-Drop: A Smarter Approach to Neural Network Regularization

Y-Drop improves dropout by focusing on neuron importance, enhancing model performance.

Efthymios Georgiou, Georgios Paraskevopoulos, Alexandros Potamianos

2025-06-14T01:05:06+00:00 ― 5 min read

Physics and Society Modifying Centrality in Complex Networks

A study on adjusting centrality in networks for various applications.

Stefano Cipolla, Fabio Durastante, Beatrice Meini

2025-06-14T00:51:33+00:00 ― 6 min read

Machine Learning Advancements in Graph Representation Learning with GRE-MDCL

GRE-MDCL improves graph learning by using enhanced data techniques.

Kaizhe Fan, Quanjun Li

2025-06-14T00:33:30+00:00 ― 5 min read

Computation A Faster Way to Fit Models to Data

Learn how Langevin dynamics improves parameter estimation over traditional methods.

Chris Chi, Jonathan Weare, Aaron R. Dinner

2025-06-13T23:45:52+00:00 ― 7 min read

Computer Vision and Pattern Recognition Improving Knowledge Transfer in Deep Learning Models

KRDistill enhances knowledge distillation by addressing data imbalance issues.

Xinlei Huang, Jialiang Tang, Xubin Zheng

2025-06-13T23:38:12+00:00 ― 5 min read

Computation and Language Detecting Machine-Generated Text: A Comprehensive Approach

This article examines methods to identify machine-generated text and their implications.

Matthieu Dubois, François Yvon, Pablo Piantanida

2025-06-13T22:11:18+00:00 ― 7 min read

Metric Geometry Extending Grunbaum's Inequality in Curved Spaces

Exploring the application of Grunbaum's inequality in complex geometric environments.

Victor-Emmanuel Brunel, Shin-ichi Ohta, Jordan Serres

2025-06-13T22:05:44+00:00 ― 7 min read

Information Retrieval The Impact of Multilingual Prompts on Recommender Systems

Examining how language affects the effectiveness of LLM-based recommendations.

Makbule Gulcin Ozsoy

2025-06-13T21:39:42+00:00 ― 6 min read

Computer Vision and Pattern Recognition Balancing Model Performance with Similarity Loss

A method to improve model adaptability while preserving original skills.

Tom Shaked, Yuval Goldman, Oran Shayer

2025-06-13T21:16:00+00:00 ― 5 min read

Computer Vision and Pattern Recognition Efficient Model Adaptation with Self-Masking Networks

A new method for adapting AI models with limited labeled data.

Alfonso Taboada Warmerdam, Mathilde Caron, Yuki M. Asano

2025-06-13T20:52:18+00:00 ― 7 min read

Information Retrieval Connecting Item Recommendation and Link Prediction

This article examines how item recommendation and link prediction can work together.

Daniele Malitesta, Alberto Carlo Maria Mancino, Pasquale Minervini

2025-06-13T19:41:12+00:00 ― 5 min read

Machine Learning Advancing Machine Learning through CoMM

CoMM enhances machine learning by integrating various data types effectively.

Benoit Dufumier, Javiera Castillo-Navarro, Devis Tuia

2025-06-13T19:01:42+00:00 ― 6 min read

Methodology New Model for Estimating Neonatal Mortality Rates in Zambia

A new approach improves estimates for neonatal mortality in areas with limited data.

Alana McGovern, Katherine Wilson, Jon Wakefield

2025-06-13T18:45:28+00:00 ― 5 min read

Machine Learning The Symmetric Forward-Forward Algorithm in AI Learning

Discover a new method for AI learning that improves knowledge retention.

Erik B. Terres-Escudero, Javier Del Ser, Pablo Garcia Bringas

2025-06-13T18:38:00+00:00 ― 5 min read

Machine Learning Improving Neural Networks with Diophantine Equations

This article explores a new approach to enhance neural networks using Diophantine equations.

Ronald Katende

2025-06-13T17:34:48+00:00 ― 5 min read