Latest Articles for Data Representation

Machine Learning HetSheaf: A New Approach to Heterogeneous Graphs

HetSheaf improves data representation in heterogeneous graphs for better model performance.

2025-06-13T02:10:30+00:00 ― 5 min read

Computer Vision and Pattern Recognition Advancements in Implicit Neural Representations with FKAN

FKAN improves image and 3D shape representation using learnable activation functions.

2025-06-12T00:06:18+00:00 ― 5 min read

Machine Learning Advancements in Latent Space Representation

New methods for improving image generation through flexible latent space representation.

2025-06-11T15:09:06+00:00 ― 6 min read

Functional Analysis Analyzing Signals with Multi-window Gabor Systems

A guide to using multi-window Gabor systems for effective signal analysis.

2025-06-11T12:47:18+00:00 ― 5 min read

Computer Vision and Pattern Recognition Improving Disentangled Representation Learning with Synthetic Data

Exploring the use of synthetic data to enhance DRL in real-world applications.

2025-06-05T03:15:30+00:00 ― 8 min read

Machine Learning The Role of Compositional Learning in AI Models

This article discusses how compositional learning enhances model performance in various tasks.

2025-06-04T08:37:24+00:00 ― 5 min read

Data Structures and Algorithms Visualizing Clustered Graphs with Planarity Challenges

A look into clustered planarity and linear saturation in graph representation.

2025-06-03T19:31:36+00:00 ― 5 min read

Discrete Mathematics Understanding Word-Representable Graphs

A dive into the connections between graphs and languages.

2025-05-30T13:38:33+00:00 ― 5 min read

Artificial Intelligence Transforming Knowledge Representation with TransEQ

TransEQ merges structure and details for better knowledge representation.

2025-05-27T00:22:57+00:00 ― 6 min read

Computation and Language Embracing Diverse Opinions in AI Models

Researchers explore how multiple perspectives improve AI understanding of human opinions.

2025-05-24T07:34:03+00:00 ― 5 min read

Combinatorics Understanding Friendships Through Simplicial and Clique Complexes

Learn how simplicial and clique complexes relate to friendships and shapes.

2025-05-11T14:01:48+00:00 ― 5 min read

General Mathematics The Magic of Non-Integer Base Expansions

Discover how non-integer bases change our view on numbers.

2025-05-01T17:14:32+00:00 ― 6 min read

Computer Vision and Pattern Recognition VariFace: A New Era in Face Recognition

VariFace uses synthetic data to enhance fairness in facial recognition.

2025-03-27T18:46:48+00:00 ― 5 min read

Computer Vision and Pattern Recognition Revolutionizing Image Generation with Spectral Image Tokenizer

Discover how the Spectral Image Tokenizer improves digital image creation.

2025-03-17T04:23:15+00:00 ― 8 min read

Computation and Language Boosting AI Reasoning with Knowledge Graphs

Researchers improve LLM reasoning by using Knowledge Graphs through programming language representations.

2025-03-13T12:06:45+00:00 ― 7 min read

Computer Vision and Pattern Recognition Revolutionizing Image Understanding with ArSyD

ArSyD breaks down images for better machine understanding and manipulation.

2025-01-26T12:40:30+00:00 ― 7 min read

Numerical Analysis Who Counts Better? A Dive into Number Formats

Comparing Posit, Takum, and traditional formats for counting integers.

2025-01-23T17:10:40+00:00 ― 7 min read