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07/01/2023
SHARCS: Shared Concept Space for Explainable Multimodal Learning
Multimodal learning is an essential paradigm for addressing complex real...
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05/17/2023
Deep Multiple Instance Learning with Distance-Aware Self-Attention
Traditional supervised learning tasks require a label for every instance...
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04/27/2023
Interpretable Neural-Symbolic Concept Reasoning
Deep learning methods are highly accurate, yet their opaque decision pro...
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02/09/2023
GCI: A (G)raph (C)oncept (I)nterpretation Framework
Explainable AI (XAI) underwent a recent surge in research on concept ext...
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12/16/2022
Teaching Small Language Models to Reason
Chain of thought prompting successfully improves the reasoning capabilit...
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08/22/2022
Global Concept-Based Interpretability for Graph Neural Networks via Neuron Analysis
Graph neural networks (GNNs) are highly effective on a variety of graph-...
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07/27/2022
Encoding Concepts in Graph Neural Networks
The opaque reasoning of Graph Neural Networks induces a lack of human tr...
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07/25/2021