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cs.LG2024
SQT -- std -target
Nitsan Soffair, Dotan Di-Castro, Orly Avner +1
Std -target is a conservative, actor-critic, ensemble, -learning-based algorithm, which is based on a single key -formula: -networks standard deviation, which is an "un…
cs.LG2024
An Axiomatic Approach to Model-Agnostic Concept Explanations
Zhili Feng, Michal Moshkovitz, Dotan Di Castro +1
Concept explanation is a popular approach for examining how human-interpretable concepts impact the predictions of a model. However, most existing methods for concept explanations…
cs.LG2021
LSP : Acceleration and Regularization of Graph Neural Networks via Locality Sensitive Pruning of Graphs
Eitan Kosman, Joel Oren, Dotan Di Castro
Graph Neural Networks (GNNs) have emerged as highly successful tools for graph-related tasks. However, real-world problems involve very large graphs, and the compute resources need…