Neural Networks

Quantum Physics Federated Learning Meets Quantum Neural Networks

A look into the fusion of FL and QDSNNs for smarter, private data processing.

Nouhaila Innan, Alberto Marchisio, Muhammad Shafique

Apr 11, 2025 ― 7 min read

Algebraic Geometry The Dance of Matrices in Deep Learning

Discover the playful world of matrices and their role in deep learning.

Simon Pepin Lehalleur, Richárd Rimányi

Apr 9, 2025 ― 6 min read

Neural and Evolutionary Computing CantorNet: Understanding Patterns in Neural Networks

A look at how CantorNet studies patterns in artificial intelligence systems.

Michal Lewandowski, Hamid Eghbalzadeh, Bernhard A. Moser

Apr 7, 2025 ― 6 min read

Machine Learning Teaching Computers to Learn Complex Patterns

Researchers tackle the challenges of high-degree parities in computer learning.

Emmanuel Abbe, Elisabetta Cornacchia, Jan Hązła

Apr 5, 2025 ― 4 min read

Neural and Evolutionary Computing Decoding Neural Networks: A Clearer View

Unlocking the secrets behind neural networks' decisions made easy.

Deepshikha Bhati, Fnu Neha, Md Amiruzzaman

Apr 4, 2025 ― 8 min read

Computational Complexity Unlocking the Secrets of Modern Hopfield Networks

A closer look at how MHNs can enhance machine learning.

Xiaoyu Li, Yuanpeng Li, Yingyu Liang

Apr 3, 2025 ― 6 min read

Machine Learning Unlocking the Future with Koopman Autoencoders

Explore how Koopman autoencoders predict complex system behavior over time.

Dustin Enyeart, Guang Lin

Apr 3, 2025 ― 6 min read

Differential Geometry The Geometry of Learning in Machine Learning

Discover how geometry shapes learning processes in statistics and neural networks.

Noémie C. Combe

Apr 1, 2025 ― 5 min read

Machine Learning Adversarial Autoencoders: A Competitive Edge in Machine Learning

Discover how adversarial autoencoders enhance machine learning models with limited data.

Dustin Enyeart, Guang Lin

Mar 31, 2025 ― 8 min read

Machine Learning Getting to Know Neural Networks and Their Training Journey

Learn how neural networks improve through training and data structure.

Nora Belrose, Adam Scherlis

Mar 30, 2025 ― 8 min read

Quantum Physics Quantum Circuit Cutting: Bridging Quantum and Classical Worlds

Learn how quantum circuit cutting improves quantum neural networks on limited devices.

Alberto Marchisio, Emman Sychiuco, Muhammad Kashif

Mar 29, 2025 ― 8 min read

Machine Learning Making Neural Networks Smarter with IMP

Discover how iterative magnitude pruning transforms neural networks for efficiency and performance.

William T. Redman, Zhangyang Wang, Alessandro Ingrosso

Mar 29, 2025 ― 7 min read

Computer Vision and Pattern Recognition Peeking Inside DETR: The Magic of Feature Inversion

Discover how feature inversion reveals the inner workings of DETR networks.

Jan Rathjens, Shirin Reyhanian, David Kappel

Mar 29, 2025 ― 7 min read

Optimization and Control Controlling Electrons: A New Frontier in Chemistry

Discover how researchers steer electron dynamics for advances in technology.

Harish S. Bhat, Hardeep Bassi, Christine M. Isborn

Mar 26, 2025 ― 6 min read

Computer Vision and Pattern Recognition Poset Filters: Enhancing Neural Network Performance

Uncover how poset filters improve neural networks by organizing data efficiently.

Eric Dolores-Cuenca, Aldo Guzman-Saenz, Sangil Kim

Mar 25, 2025 ― 7 min read

Machine Learning DYNAMO-GAT: Tackling Oversmoothing in GNNs

A new approach to enhance Graph Neural Networks by addressing oversmoothing challenges.

Biswadeep Chakraborty, Harshit Kumar, Saibal Mukhopadhyay

Mar 23, 2025 ― 7 min read

Computer Vision and Pattern Recognition Improving Model Flexibility with Attention Head Purification

Enhancing domain generalization in models like CLIP through refined attention heads.

Yingfan Wang, Guoliang Kang

Mar 23, 2025 ― 5 min read

Machine Learning Mamba: Transforming Dynamic Graph Learning

Mamba framework addresses challenges in dynamic graphs for efficient learning and analysis.

Haonan Yuan, Qingyun Sun, Zhaonan Wang

Mar 19, 2025 ― 6 min read

Machine Learning Unlocking Neural Scaling Laws: A Simple Guide

Discover how neural scaling laws impact AI performance and learning.

Ari Brill

Mar 17, 2025 ― 8 min read

Computer Vision and Pattern Recognition STEAM: The Future of Attention in AI

Discover how STEAM is reshaping deep learning with efficient attention mechanisms.

Rishabh Sabharwal, Ram Samarth B B, Parikshit Singh Rathore

Mar 14, 2025 ― 8 min read

Graphics Enhancing 3D Meshes with Convex Optimization

Learn how convex optimization improves 3D mesh quality for various applications.

Alexander Valverde

Mar 14, 2025 ― 6 min read

Machine Learning Revolutionizing AI Fine-Tuning with OP-LoRA

OP-LoRA enhances AI models for specific tasks, improving efficiency and performance.

Piotr Teterwak, Kate Saenko, Bryan A. Plummer

Mar 12, 2025 ― 5 min read

High Energy Physics - Theory Harnessing Neural Networks for Particle Interaction Insights

Neural networks are changing how we study particle scattering amplitudes in physics.

Mehmet Asim Gumus, Damien Leflot, Piotr Tourkine

Mar 12, 2025 ― 8 min read

Machine Learning Navigating the Complex World of Classification

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

Jonathan García, Philipp Petersen

Mar 9, 2025 ― 5 min read

Distributed, Parallel, and Cluster Computing Transforming Sparse Data Processing with SparseMap

SparseMap streamlines data management for efficient neural network processing.

Xiaobing Ni, Mengke Ge, Jiaheng Ruan

Mar 9, 2025 ― 6 min read

Disordered Systems and Neural Networks AI Meets Music: Training Deep Recurrent Networks

Learn how deep recurrent networks compose music and adapt through training.

John Hertz, Joanna Tyrcha

Mar 6, 2025 ― 6 min read

Computation and Language Attention Heads: The Heroes of Language Models

Discover the vital role of attention heads in large language models.

Amit Elhelo, Mor Geva

Mar 3, 2025 ― 8 min read

Neural and Evolutionary Computing Revolutionizing Neural Networks: Memory Efficiency Unleashed

New techniques are boosting neural network training efficiency and memory management.

Wadjih Bencheikh, Jan Finkbeiner, Emre Neftci

Mar 2, 2025 ― 8 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

Mar 1, 2025 ― 7 min read

New method combines AI with physics for better quantum models.

João Augusto Sobral, Michael Perle, Mathias S. Scheurer

Feb 28, 2025 ― 6 min read

Machine Learning Graduated Optimization: A Key to Smarter Machine Learning

Learn how graduated optimization improves deep learning techniques.

Naoki Sato, Hideaki Iiduka

Feb 28, 2025 ― 6 min read

Computer Vision and Pattern Recognition Revolutionizing Image Interpretation with Super-Pixels

New super-pixel approach enhances understanding of neural network decisions.

Shizhan Gong, Jingwei Zhang, Qi Dou

Feb 21, 2025 ― 5 min read

Machine Learning Rethinking Similarity in Neural Networks

A new approach improves understanding of neural network similarities.

András Balogh, Márk Jelasity

Feb 20, 2025 ― 6 min read

Neurons and Cognition New Framework Advances Understanding of Visual Processing in the Brain

Scientists develop miVAE to better analyze visual stimuli and neural responses.

Yu Zhu, Bo Lei, Chunfeng Song

Feb 18, 2025 ― 7 min read

Machine Learning Mix-Layer Normalization: A New Step for LLMs

A fresh approach to improve large language models' performance.

Pengxiang Li, Lu Yin, Shiwei Liu

Feb 17, 2025 ― 5 min read

Neural and Evolutionary Computing Meet SAFormer: The Future of Neural Networks

Combining efficiency and performance, SAFormer redefines neural network capabilities.

Hangming Zhang, Alexander Sboev, Roman Rybka

Feb 16, 2025 ― 5 min read

Artificial Intelligence Accelerating AI with Answer Set Networks

Linking logic programming with neural networks for faster AI solutions.

Arseny Skryagin, Daniel Ochs, Phillip Deibert

Feb 12, 2025 ― 6 min read

Computer Vision and Pattern Recognition Revolutionizing Image Segmentation with Spike2Former

Spike2Former transforms spiking neural networks for better image segmentation.

Zhenxin Lei, Man Yao, Jiakui Hu

Feb 11, 2025 ― 6 min read

Machine Learning Revolutionizing RNNs with Adaptive Loss Function

A new method enhances RNN performance in processing sequences.

Bojian Yin, Federico Corradi

Feb 8, 2025 ― 6 min read

Computer Vision and Pattern Recognition A New Way to Map 3D Spaces

Researchers improve 3D mapping with neural distance fields using second-order derivatives.

Akshit Singh, Karan Bhakuni, Rajendra Nagar

Feb 8, 2025 ― 7 min read

Latest Articles for Neural Networks