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08/22/2023
Uncertainty Estimation of Transformers' Predictions via Topological Analysis of the Attention Matrices
Determining the degree of confidence of deep learning model in its predi...
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06/07/2023
Intrinsic Dimension Estimation for Robust Detection of AI-Generated Texts
Rapidly increasing quality of AI-generated content makes it difficult to...
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01/31/2023
Learning Topology-Preserving Data Representations
We propose a method for learning topology-preserving data representation...
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11/30/2022
Topological Data Analysis for Speech Processing
We apply topological data analysis (TDA) to speech classification proble...
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05/19/2022
Acceptability Judgements via Examining the Topology of Attention Maps
The role of the attention mechanism in encoding linguistic knowledge has...
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09/10/2021