Latest Articles for DNN

Machine Learning Fairness in Deep Neural Networks Through Dropout Techniques

Examining the role of dropout techniques in improving fairness in DNNs.

2025-07-18T10:46:00+00:00 ― 5 min read

Hardware Architecture SPOGA: A New Era in DNN Acceleration

SPOGA accelerates deep neural networks with improved speed and energy efficiency.

2025-07-17T10:48:12+00:00 ― 5 min read

Hardware Architecture Optimizing FPGAs for Deep Neural Networks

A look into enhancing FPGA use in DNN applications with new techniques.

2025-07-17T08:57:36+00:00 ― 5 min read

Hardware Architecture The Rise of Edge Computing in Mobile Systems

Edge computing improves speed and efficiency in mobile applications using AI.

2025-07-12T23:13:54+00:00 ― 5 min read

Machine Learning Making Deep Learning Work on Edge Devices

A new method improves deep learning efficiency for edge devices.

2025-07-12T11:07:06+00:00 ― 5 min read

Neuroscience The Complexity of Object Recognition

A deep look into how we and machines recognize objects.

2025-07-07T03:50:02+00:00 ― 6 min read

Machine Learning Testing Deep Neural Networks with Co-Domain Coverage

A new method enhances testing for deep neural networks by focusing on overall performance.

2025-06-28T10:18:54+00:00 ― 5 min read

Machine Learning A New Universal Defense for Deep Learning Models

Introducing DUCD, a privacy-focused method to protect DNNs from adversarial attacks.

2025-06-24T22:10:48+00:00 ― 7 min read

Hardware Architecture HYDRA: A New Era for Deep Neural Networks on Edge Devices

HYDRA improves deep neural network efficiency for resource-limited edge devices.

2025-06-16T18:17:10+00:00 ― 5 min read

Machine Learning Improving Neural Network Pruning with HESSO

HESSO simplifies model compression, making neural networks more efficient without losing performance.

2025-06-14T21:45:05+00:00 ― 7 min read

Image and Video Processing Impact of Staining Differences on Deep Learning in Lung Cancer

Study shows staining variations hinder deep neural networks in cancer prediction.

2025-06-13T14:22:27+00:00 ― 4 min read

Machine Learning Addressing Memory Issues in Deep Neural Networks

This research explores memory reduction methods for training deep neural networks.

2025-06-09T21:32:42+00:00 ― 6 min read

Hardware Architecture Advancements in Power-of-Two Quantization for DNNs

Optimizing DNNs with power-of-two quantization for resource-limited devices.

2025-06-03T05:42:06+00:00 ― 5 min read

Emerging Technologies How AIMC Chips Strengthen AI Against Adversarial Attacks

AIMC chips show promise in defending AI from clever attacks.

2025-05-25T15:45:27+00:00 ― 5 min read

Cryptography and Security The Stealthy Multi-Task Attack Framework

A new strategy for targeting multiple tasks in deep neural networks.

2025-05-07T10:50:40+00:00 ― 6 min read

Machine Learning Unraveling Dark Patterns with Transformer Models

This study measures uncertainty in model predictions to detect deceptive design patterns.

2025-03-29T02:14:00+00:00 ― 8 min read

Cryptography and Security Bit-Flipping Attacks: A New Threat to DNNs

Discover how B3FA attacks compromise deep neural networks with minimal knowledge.

2025-03-16T13:08:24+00:00 ― 7 min read

Machine Learning Ensuring Deep Neural Networks Stay Reliable

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

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

Computer Vision and Pattern Recognition Revolutionizing Plant Health Monitoring with Technology

New techniques enhance plant disease detection for farmers using drones and AI.

2025-01-22T22:48:27+00:00 ― 6 min read