102 citations · 103 across the 3 of their papers we have counts for
3 papers
L2M: Practical posterior Laplace approximation with optimization-driven second moment estimation
Christian S. Perone, Roberto Pereira Silveira, Thomas Paula
Uncertainty quantification for deep neural networks has recently evolved through many techniques. In this work, we revisit Laplace approximation, a classical approach for posterior…
A Proposal for Intelligent Agents with Episodic Memory
David Murphy, Thomas S. Paula, Wagston Staehler +4
In the future we can expect that artificial intelligent agents, once deployed, will be required to learn continually from their experience during their operational lifetime. Such a…
Evaluation of sentence embeddings in downstream and linguistic probing tasks
Christian S. Perone, Roberto Silveira, Thomas S. Paula
Despite the fast developmental pace of new sentence embedding methods, it is still challenging to find comprehensive evaluations of these different techniques. In the past years, w…