Thealgorithmneedstochoose points that yield information to improve model estimates but it also needs to exploit the model.

For example, consider the "Mars rover mission" that uses laser-induced breakdown spectroscopy (LIBS)tosearchformicrobiallife.

Next, we apply our proposed fitting method (see Section 2) on this data set.

Backdoor attack, which poisons asmall number of training samples by inserting backdoor triggers, is a typical threat to security.

To address this, we leverage parametric modular structure to learn component-level surrogates, enabling cheaper high-fidelity simulation. We use a neural network to model the stored potential energy in a component given boundary conditions.

While diffusion models have demonstrated exceptional image generation capabilities, the iterative noise estimation process required for these models is compute-intensive and their practical implementation is limited by slow sampling speeds.