Conveners
Keynotes
- Pietro Vischia (Universidad de Oviedo and Instituto de Ciencias y Tecnologías Espaciales de Asturias (ICTEA))
Keynotes
- Pietro Vischia (Universidad de Oviedo and Instituto de Ciencias y Tecnologías Espaciales de Asturias (ICTEA))
Keynotes
- Pietro Vischia (Universidad de Oviedo and Instituto de Ciencias y Tecnologías Espaciales de Asturias (ICTEA))
This presentation focuses on unsupervised representation learning. We first introduce the concept of representation learning, contrasting it with supervised learning. We then discuss several approaches to unsupervised representation learning, including those based on autoencoders, discriminators, contrastive and generative methods. Next, we shift our focus to generative models, discussing...
Contemporary post-quantum cryptographic protocols rely on worst-case intractability assumptions and consist of multiple intricate steps. In contrast, in this talk we shall explore a model system that directly addresses fundamental computational challenges and that can be mapped on a random neural networks.
We investigate the collision resistance property of a specific class of neural...
The provision of exact and consistent derivative information is important for numerous applications arising from optimization purposes as for example optimal control problems. However, even the pure simulation of complex systems may require the computation of derivative information. Implicit integration methods are prominent examples for this case.
The talk will present the technique of...
