Tech Xplore

Shrinking AI memory boosts accuracy, study finds

Researchers have developed a new way to compress the memory used by AI models to increase their accuracy in complex tasks or help save significant amounts of energy.
The Hacker News

Purdue University's Real-World Deepfake Detection Benchmark Raises the Bar for Enterprise Models

Purdue’s PDID benchmark tests deepfake tools on real social media content, showing why false-acceptance rates matter for enterprise security.
IEEE

From mAP to Statistical Metrics: A New Paradigm for Evaluating Model Accuracy in Metrology

Abstract: Deep learning (DL) models are increasingly used in industrial applications for precise object measurement, particularly in resource-constrained environments where monocular cameras are ...
IEEE

Leveraging UAV Data and Deep Learning Models for Detecting Waste in Rivers

Abstract: The growing problem of riverine waste pollution threatens water sustainability in Nepal, which is driven largely by rapid urban development and inadequate waste management. This study ...
Microsoft

Scalable and Efficient MoE Training for Multitask Multilingual Models

The Mixture of Experts (MoE) models are an emerging class of sparsely activated deep learning models that have sublinear compute costs with respect to their parameters. In contrast with dense models, ...
Microsoft

nnScaler: Constraint-Guided Parallelization Plan Generation for Deep Learning Training

With the growing model size of deep neural networks (DNN), deep learning training is increasingly relying on handcrafted search spaces to find efficient parallelization execution plans. However, our ...
The Punch

At the Intersection of AI, Engineering, and Human Learning

Discover Taiwo Feyijimi's work at the crossroads of AI, engineering, and learning. Explore his innovative frameworks shaping ...
TechCrunch

AWS launches new Nova AI models and a service that gives customers more control

Amazon Web Services is rolling out a slate of new homegrown AI models and a service for enterprise customers to build their own custom versions. The cloud provider launched Nova 2, a fleet of four new ...
Frontiers

Accuracy of deep learning in diagnosis of apnea syndrome: a systematic review and meta-analysis

Objectives: This systematic review and meta-analysis was carried out to elucidate the accuracy of image-based deep learning (DL) methods in the real-time detection of obstructive sleep apnea syndrome ...
MIT Technology Review

An AI model trained on prison phone calls now looks for planned crimes in those calls

The model is built to detect when crimes are being “contemplated.” A US telecom company trained an AI model on years of inmates’ phone and video calls and is now piloting that model to scan their ...
GitHub

A pipeline parallel training script for diffusion models.

The 5B is tested and fully validated on t2i training. All other models and modes (A14B, i2v, timestep ranges) are tested to confirm they run and that the loss looks reasonable, but proper learning ...