#Shortcut

4 статьи
arXiv Computer Vision
arXiv Computer Vision

Close Shortcut Wins Long: поиск разнообразных и стабильных генераторов для дистилляции знаний без данных

arXiv:2608.22003v1 Announce Type: new Abstract: Data-Free Knowledge Distillation (DFKD) сохраняет конфиденциальность, передавая знания без реального доступа к данным. Тем не менее, существующие методы...

arXiv Computer Vision
3
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arXiv Machine Learning
arXiv Machine Learning

The Quantum Shortcut: Complex Phase-State Dynamics Reduce the Optimization Steps of Sequence Models

arXiv:2608.14691v1 Announce Type: new Abstract: Sequence models are conventionally distinguished by their backbone, the mechanism that routes information across positions, such as attention or recurre...

arXiv Machine Learning
5
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arXiv Computer Vision
arXiv Computer Vision

Discovery and Spatial Characterisation of Multiple Shortcut Groups for Auditing Vision Model Bias

arXiv:2608.14051v1 Announce Type: new Abstract: Deep learning models trained on datasets with spurious correlations can achieve high average accuracy whilst relying on shortcut features that do not ge...

arXiv Computer Vision
3
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arXiv Machine Learning
arXiv Machine Learning

Overcoming Shortcut Learning in Graph Neural Networks through Active Explanation Guidance

arXiv:2608.14121v1 Announce Type: new Abstract: Graph Neural Networks (GNNs) can solve prediction tasks by unintentionally exploiting shortcuts---that is, edges, nodes, and features that correlate wit...

arXiv Machine Learning
3
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