A Fully Attention-Based Information Retriever. - Alvaro Henrique Chaim Correia; Jorge Luiz Moreira Silva; Thiago de Castro Martins; Fábio Gagliardi Cozman (IJCNN, 2018)

Interpreting Embedding Models of Knowledge Bases: A Pedagogical Approach. - Arthur Colombini Gusmão; Alvaro Henrique Chaim Correia; Glauber De Bona; Fábio Gagliardi Cozman (CoRR, 2018)

Human-in-the-Loop Feature Selection. - Alvaro H. C. Correia; Freddy Lécué (AAAI, 2019)

An Experimental Study of Prior Dependence in Bayesian Network Structure Learning. - Alvaro Henrique Chaim Correia; Cassio P. de Campos; Linda C. van der Gaag (ISIPTA, 2019)

Towards Scalable and Robust Sum-Product Networks. - Alvaro H. C. Correia; Cassio P. de Campos (SUM, 2019)

On Pruning for Score-Based Bayesian Network Structure Learning. - Alvaro Henrique Chaim Correia; James Cussens; Cassio P. de Campos (AISTATS, 2020)

Joints in Random Forests. - Alvaro H. C. Correia; Robert Peharz; Cassio P. de Campos (NeurIPS, 2020)

Towards Robust Classification with Deep Generative Forests. - Alvaro H. C. Correia; Robert Peharz; Cassio P. de Campos (CoRR, 2020)

Continuous Mixtures of Tractable Probabilistic Models. - Alvaro H. C. Correia; Gennaro Gala; Erik Quaeghebeur; Cassio P. de Campos; Robert Peharz (AAAI, 2023)

Neural Simulated Annealing. - Alvaro H. C. Correia; Daniel E. Worrall; Roberto Bondesan (AISTATS, 2023)

An Information Theoretic Perspective on Conformal Prediction. - Alvaro H. C. Correia; Fabio Valerio Massoli; Christos Louizos; Arash Behboodi (NeurIPS, 2024)

Approximating Full Conformal Prediction for Neural Network Regression with Gauss-Newton Influence. - Dharmesh Tailor; Alvaro H. C. Correia; Eric T. Nalisnick; Christos Louizos (ICLR, 2025)

Test-Time Adaptation with Source Based Auxiliary Tasks. - Motasem Alfarra; Alvaro H. C. Correia; Bernard Ghanem; Christos Louizos (Trans. Mach. Learn. Res., 2025)

Non-exchangeable Conformal Prediction with Optimal Transport: Tackling Distribution Shifts with Unlabeled Data. - Alvaro H. C. Correia; Christos Louizos (CoRR, 2025)