Most teams bolt a vector database to a graph database and then spend their lives keeping the two in sync. Two systems, two copies of the data, two failure modes, and a layer of glue code in between ...

Founders of quantum mechanics (QM) anticipated that revisions to classical physics due to strange elements of quantum reality, would necessitate similar changes in biology. Complexity theory, systems ...

This library provides the capability to emulate MX-compatble formats and bfloat quantization in pytorch, enabling data science exploration for DNNs with different MX formats. The underlying ...

Creative Commons (CC): This is a Creative Commons license. Attribution (BY): Credit must be given to the creator. Non-Commercial (NC): Only non-commercial uses of the work are permitted. Chemical ...

Creative Commons (CC): This is a Creative Commons license. Attribution (BY): Credit must be given to the creator. A fundamental structure for the measurement process is developed. Measurement is ...

It has been proposed that machine learning techniques can benefit from symbolic representations and reasoning systems. We describe a method in which the two can be combined in a natural and direct way ...

The classical world is local and most classical Hamiltonians (e.g., Newtonian gravity) can be written as a sum of 2-body interactions. However, quantum mechanics allows for more general nonlocal ...

The increasing complexity of modern datasets has been accompanied by the use of sophisticated modeling paradigms in which the task of model selection is a significant challenge. In particular, models ...