3 papers
cs.LG2024
Similarity Learning with neural networks
Gabriel Sanfins, Fabio Ramos, Danilo Naiff
In this work, we introduce a neural network algorithm designed to automatically identify similarity relations from data. By uncovering these similarity relations, our network appro…
cs.AI2023
Low impact agency: review and discussion
Danilo Naiff, Shashwat Goel
Powerful artificial intelligence poses an existential threat if the AI decides to drastically change the world in pursuit of its goals. The hope of low-impact artificial intelligen…
q-fin.CP2018
Solving Nonlinear and High-Dimensional Partial Differential Equations via Deep Learning
Ali Al-Aradi, Adolfo Correia, Danilo Naiff +2
In this work we apply the Deep Galerkin Method (DGM) described in Sirignano and Spiliopoulos (2018) to solve a number of partial differential equations that arise in quantitative f…