Purdue University

In Print: ‘Sparse Graphical Modeling for High Dimensional Data’

This book offers a comprehensive framework for mastering the complexities of learning high-dimensional sparse graphical models through the use of conditional independence tests. These tests are ...
Forbes

Sustainable AI Turns Small Data Into Huge Results For Manufacturers And Researchers

Sparse modeling AI is edging out traditional deep learning to become the technology of choice for product manufacturers and medical researchers because it ticks off all the boxes for modern quality ...
Semiconductor Engineering

HW-Aligned Sparse Attention Architecture For Efficient Long-Context Modeling (DeepSeek et al.)

A new technical paper titled “Native Sparse Attention: Hardware-Aligned and Natively Trainable Sparse Attention” was published by DeepSeek, Peking University and University of Washington.
Nature

Sparse Modeling delivers fast, energy efficient and explainable AI solutions for cutting-edge medical applications

Japanese AI specialist HACARUS Inc. is successfully utilizing its proprietary Sparse Modeling AI technology in joint projects including phenotype drug discovery, medical imaging and ECG monitors for ...
Business Wire

Cerebras and Neural Magic Unlock the Power of Sparse LLMs for Faster, More Power Efficient, Lower Cost AI Model Training and Deployment

SUNNYVALE, Calif. & CAMBRIDGE, Mass.--(BUSINESS WIRE)--Cerebras Systems, the pioneer in accelerating generative AI, and Neural Magic, a leader in high-performance enterprise inference servers, today ...

How DeepSeek 4’S Massive 1M Token Context Window is Changing Open-Source AI

Discover how DeepSeek 4 rivals closed-source AI in 2026 with open weights, reduced FLOPs, and advanced hardware validation on ...
Neowin

Researchers accelerate sparse inference on XNNPack and TensorFlow Lite for realtime apps

XNNPack and TensorFlow Lite now support efficient inference of sparse networks. Researchers demonstrated substantial speedups in inference times on realtime gesture detection and background blur apps.
Science Daily

Researchers put glycemic response modeling on a data diet

Data-sparse method opens door to personalized nutrition -- without the stool samples. If you eat a snack -- a meatball, say, or a marshmallow -- how will it affect your blood sugar? It's a ...