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10/31/2022
Emergent Linguistic Structures in Neural Networks are Fragile
Large language models (LLMs) have been reported to have strong performan...
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09/12/2022
Deep Neural Networks as Complex Networks
Deep Neural Networks are, from a physical perspective, graphs whose `lin...
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12/13/2021
The King is Naked: on the Notion of Robustness for Natural Language Processing
There is growing evidence that the classical notion of adversarial robus...
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10/06/2021
Characterizing Learning Dynamics of Deep Neural Networks via Complex Networks
In this paper, we interpret Deep Neural Networks with Complex Network Th...
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05/08/2021
On Guaranteed Optimal Robust Explanations for NLP Models
We build on abduction-based explanations for ma-chine learning and devel...
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10/01/2020