Data Science

Computation and Language Transforming Romanian News Summarization

A groundbreaking dataset for Romanian news article summaries and keywords.

Andrei-Marius Avram, Mircea Timpuriu, Andreea Iuga

2025-03-06T18:48:36+00:00 ― 6 min read

Software Engineering Navigating Faults in Deep Learning Models

Learn how to identify and fix issues in deep learning models effectively.

Nargiz Humbatova, Jinhan Kim, Gunel Jahangirova

2025-03-06T16:24:09+00:00 ― 4 min read

Optimization and Control Teaching Algorithms to Learn Like Toddlers

Discover how algorithms learn from data using small adjustments and control methods.

Getachew K. Befekadu

2025-03-06T14:36:37+00:00 ― 5 min read

Machine Learning Dynamic Graph Embedding: A New Frontier

Explore how dynamic graph embedding transforms our understanding of changing networks.

Ashish Parmanand Pandey, Alan John Varghese, Sarang Patil

2025-03-06T13:59:42+00:00 ― 6 min read

Machine Learning Tackling Mode Collapse in Time Series Generative Models

DMD-GEN offers new insights to improve generative models for time series data.

Amime Mohamed Aboussalah, Yassine Abbahaddou

2025-03-06T13:11:33+00:00 ― 6 min read

Computer Vision and Pattern Recognition Revolutionizing Image Classification with IPS

New methods improve image classification, focusing on small areas in large images.

Max Riffi-Aslett, Christina Fell

2025-03-06T10:47:06+00:00 ― 9 min read

Signal Processing Advancing Tracking Techniques with Particle Filters

Learn how particle filters are improving tracking in complex environments.

Wenyu Zhang, Mohammad J. Khojasteh, Nikolay A. Atanasov

2025-03-06T04:55:12+00:00 ― 6 min read

Computation and Language Unmasking Bias in Natural Language Inference Models

Researchers reveal flaws in NLI models using adversarial techniques.

Chetan Verma, Archit Agarwal

2025-03-05T23:33:00+00:00 ― 6 min read

Machine Learning Detecting Changes in Data: The PU-Index Advantage

Learn how the Prediction Uncertainty Index improves concept drift detection.

Pengqian Lu, Jie Lu, Anjin Liu

2025-03-05T21:08:33+00:00 ― 5 min read

Machine Learning Revolutionizing Clustering with Deep Learning

Deep Spectral Clustering enhances clustering accuracy using advanced techniques.

Wengang Guo, Wei Ye

2025-03-05T17:07:48+00:00 ― 6 min read

Computer Vision and Pattern Recognition Understanding Bias Amplification in Machine Learning

Bias in datasets can worsen AI predictions, leading to unfair outcomes.

Bhanu Tokas, Rahul Nair, Hannah Kerner

2025-03-05T13:55:12+00:00 ― 6 min read

Machine Learning Ensuring Deep Neural Networks Stay Reliable

Learn how to check if neural networks remain accurate with data changes.

Xin Wang, Feilong Wang, Xuegang Ban

2025-03-05T12:18:54+00:00 ― 6 min read

Machine Learning Transforming Image Classification with Nonlinear Curves

Discover how bounded nonlinear curves enhance image classification methods.

Vijay Prakash S

2025-03-05T09:06:18+00:00 ― 8 min read

Machine Learning Reimagining Category Recognition with Self-Debiasing Calibration

Discover how Self-Debiasing Calibration improves category recognition in machine learning.

Wenbin An, Haonan Lin, Jiahao Nie

2025-03-05T00:16:39+00:00 ― 7 min read

Methodology Improving Active Learning with New Strategies

New methods in active learning boost model efficiency and tackle uncertainty.

Jake Thomas, Jeremie Houssineau

2025-03-04T21:55:09+00:00 ― 6 min read

Machine Learning Mastering Multitask Finetuning in AI

Learn how proper weighting improves AI performance in multitasking.

Hugo Monzón Maldonado, Thomas Möllenhoff, Nico Daheim

2025-03-04T16:49:58+00:00 ― 6 min read

Machine Learning Revolutionizing Data Processing with GG-SSMs

Graph-Generating State Space Models enhance how machines learn from complex data.

Nikola Zubić, Davide Scaramuzza

2025-03-04T09:01:48+00:00 ― 5 min read

Machine Learning Fairness in Data Science: A New Approach

Causally Consistent Normalizing Flows ensure fair outcomes in data modeling.

Qingyang Zhou, Kangjie Lu, Meng Xu

2025-03-04T05:01:03+00:00 ― 6 min read

Machine Learning Balancing Learning Models and Privacy

Discover how learning models strive to enhance privacy in the digital age.

Maryam Aliakbarpour, Konstantina Bairaktari, Adam Smith

2025-03-04T00:12:09+00:00 ― 8 min read

Machine Learning Krony-PT: The Future of Language Model Compression

Krony-PT shrinks language models while maintaining high performance for wider access.

M. Ayoub Ben Ayad, Jelena Mitrovic, Michael Granitzer

2025-03-03T22:35:51+00:00 ― 6 min read

Bioinformatics Revolutionizing Time-Series Analysis in Biology

A new tool optimizes time-series studies for better biological insights.

Michel Hijazin, Pumeng Shi, Jingtao Wang

2025-03-03T22:31:45+00:00 ― 7 min read

Machine Learning EDformer: A Game Changer in Forecasting

EDformer improves time series forecasting with superior accuracy and explainability.

Sanjay Chakraborty, Ibrahim Delibasoglu, Fredrik Heintz

2025-03-03T15:22:30+00:00 ― 6 min read

Machine Learning Apollo-Forecast: The Future of Time Series Prediction

Revolutionizing time series forecasting with advanced technology and improved accuracy.

Tianyi Yin, Jingwei Wang, Yunlong Ma

2025-03-03T14:34:21+00:00 ― 5 min read

Signal Processing Understanding Battery Health: The Science Behind Degradation

Learn how battery health impacts performance and safety.

Yuanhao Cheng, Hanyu Bai, Yichen Liang

2025-03-03T02:53:42+00:00 ― 6 min read

Health Informatics Transforming Healthcare with NLP in Surgery

NLP enhances patient care in vascular surgery by simplifying data processing.

Daniel Thompson, Reza Mofidi

2025-03-03T00:03:15+00:00 ― 7 min read

Data Structures and Algorithms Small Decision Trees: A Big Impact

Learn how small decision trees improve data classification and decision-making.

Luca Pascal Staus, Christian Komusiewicz, Frank Sommer

2025-03-02T21:43:12+00:00 ― 6 min read

Information Retrieval Boosting Dense Retrieval Models with Experts

Learn how Mixture-of-Experts enhances retrieval models for better performance.

Effrosyni Sokli, Pranav Kasela, Georgios Peikos

2025-03-02T09:40:57+00:00 ― 5 min read

Computation and Language Bangla Question Answering Systems: Progress and Challenges

An overview of Bangla QA systems and their development journey.

Md Iftekhar Islam Tashik, Abdullah Khondoker, Enam Ahmed Taufik

2025-03-02T04:52:03+00:00 ― 8 min read

Statistics Theory Enhancing Predictions with Helper Covariates

Discover how helper covariates improve accuracy in predictions across various fields.

Eric Xia, Martin J. Wainwright

2025-03-02T03:47:46+00:00 ― 5 min read

Machine Learning SGD-SaI: A New Era in Optimization

Discover the benefits of SGD-SaI in machine learning training.

Minghao Xu, Lichuan Xiang, Xu Cai

2025-03-01T22:26:51+00:00 ― 7 min read

Logic in Computer Science The Role of Predictors in Technology

Learn how predictors enhance the reliability of modern adaptive systems.

Christel Baier, Sascha Klüppelholz, Jakob Piribauer

2025-03-01T18:26:06+00:00 ― 6 min read

Machine Learning Decoding Causal Relationships with Flow Models

Learn how flow models improve understanding of cause and effect.

Minh Khoa Le, Kien Do, Truyen Tran

2025-03-01T12:32:13+00:00 ― 7 min read

Fluid Dynamics The Science Behind Wave Breaking

Discover how researchers use machine learning to understand wave breaking dynamics.

Tianning Tang, Yuntian Chen, Rui Cao

2025-03-01T10:10:04+00:00 ― 7 min read

Statistics Theory Unlocking Community Detection: A New Method

A fresh look at community detection using semi-supervised methods in networks.

Nicolas Fraiman, Michael Nisenzon

2025-03-01T07:27:02+00:00 ― 6 min read

Machine Learning Smoothing the Data Gap with TDSS

A new method improves data adaptation between different sources.

Wei Chen, Guo Ye, Yakun Wang

2025-03-01T01:34:57+00:00 ― 6 min read

Machine Learning Navigating Predictive Multiplicity in AI Models

Learn how data preprocessing affects predictions in machine learning.

Mustafa Cavus, Przemyslaw Biecek

2025-02-28T21:16:40+00:00 ― 7 min read

Computer Vision and Pattern Recognition Facing the Challenge of Noisy Labels in Deep Learning

This report addresses the impact of noisy labels on machine learning models.

Wenxiao Fan, Kan Li

2025-02-28T20:46:03+00:00 ― 6 min read

Computation and Language Improving Large Language Models: A New Framework

A fresh approach to enhance instruction-following in language models.

Jiale Cheng, Xiao Liu, Cunxiang Wang

2025-02-28T18:21:36+00:00 ― 6 min read

Computation and Language The Rise of Unsupervised Dependency Parsing

A look at how unsupervised dependency parsing is transforming language processing.

Behzad Shayegh, Hobie H. -B. Lee, Xiaodan Zhu

2025-02-28T11:08:15+00:00 ― 5 min read

Machine Learning Understanding Symmetries in Machine Learning

Learn how symmetries can improve machine learning models in recognizing objects.

Andrea Perin, Stephane Deny

2025-02-28T08:43:48+00:00 ― 6 min read

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