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 ...
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.
Forbes

Getting Serious About Handling Sparse Models! Re-Examining Dense Tensors In The AI Age

What can you do about data sparsity? What do you do when you have a matrix with a bunch of zeros in it, and you can't get a good look at a complex system because so many of the nodes are empty? Matrix ...
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 ...
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 ...
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 ...