Memristors, Flash, and related nonvolatile analog device technologies offer in-memory computing structures operating in the domain, such as accelerating linear matrix operations array structures. These take advantage of tunability large dynamic range. At other side, content addressable memories (CAM) are fast digital lookup tables which effectively perform nonlinear Boolean logic return a match...

As an emerging species of artificial intelligence, deep generative learning models can generate unprecedented variety new outputs. Examples include the creation music, text-to-image translation, or imputation missing data. Similar to other AI that already evoke significant changes in society and economy, there is a need for structuring constructive functional capabilities DGL. To derive discuss...

Predicting events in the real world with a computer model (simulator) is challenging. Every simulator, to varying extents, has discrepancy, mismatch between observations and simulator (given ‘true’ parameters are known). Model discrepancy occurs for various reasons, including simplified or missing physics numerical approximations that required compute outputs, fact assumptions not generally app...