216 citations · 394 across the 33 of their papers we have counts for
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cs.IT2020
Jensen-Shannon Information Based Characterization of the Generalization Error of Learning Algorithms
Gholamali Aminian, Laura Toni, Miguel R. D. Rodrigues
Generalization error bounds are critical to understanding the performance of machine learning models. In this work, we propose a new information-theoretic based generalization erro…
cs.LG2020★ 216 cited
Graph signal processing for machine learning: A review and new perspectives
Xiaowen Dong, Dorina Thanou, Laura Toni +2
The effective representation, processing, analysis, and visualization of large-scale structured data, especially those related to complex domains such as networks and graphs, are o…
cs.LG2020★ 5 cited
Differentiable Linear Bandit Algorithm
Kaige Yang, Laura Toni
Upper Confidence Bound (UCB) is arguably the most commonly used method for linear multi-arm bandit problems. While conceptually and computationally simple, this method highly relie…