2 papers
cs.LG2026
Improving Spatio-Temporal Residual Error Propagation by Mitigating Over-Squashing
Seyed Mohamad Moghadas, Esther Rodrigo Bonet, Bruno Cornelis +1
Residual error propagation remains a fundamental problem in recurrent models, where small prediction inaccuracies compound over time and degrade long-horizon performance. Accuratel…
cs.AI2020
Temporal Collaborative Filtering with Graph Convolutional Neural Networks
Esther Rodrigo Bonet, Duc Minh Nguyen, Nikos Deligiannis
Temporal collaborative filtering (TCF) methods aim at modelling non-static aspects behind recommender systems, such as the dynamics in users' preferences and social trends around i…