4 citations · 4 across the 4 of their papers we have counts for
4 papers
KG-FRUS: a Novel Graph-based Dataset of 127 Years of US Diplomatic Relations
Gökberk Özsoy, Luis Salamanca, Matthew Connelly +2
In the current paper, we present the KG-FRUS dataset, comprised of more than 300,000 US government diplomatic documents encoded in a Knowledge Graph (KG). We leverage the data of t…
Regularizing Transformers With Deep Probabilistic Layers
Aurora Cobo Aguilera, Pablo Martínez Olmos, Antonio Artés-Rodríguez +1
Language models (LM) have grown with non-stop in the last decade, from sequence-to-sequence architectures to the state-of-the-art and utter attention-based Transformers. In this wo…
Robust Sampling in Deep Learning
Aurora Cobo Aguilera, Antonio Artés-Rodríguez, Fernando Pérez-Cruz +1
Deep learning requires regularization mechanisms to reduce overfitting and improve generalization. We address this problem by a new regularization method based on distributional ro…
Tree-Structure Expectation Propagation for LDPC Decoding in Erasure Channels
Pablo M. Olmos, Juan José Murillo-Fuentes, Fernando Pérez-Cruz
In this paper we present a new algorithm, denoted as TEP, to decode low-density parity-check (LDPC) codes over the Binary Erasure Channel (BEC). The TEP decoder is derived applying…