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Author: mdhk

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_images/tutorial-overview.png

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 We will present our tutorial about _Interpretability Techniques for Speech Models_ on **Sunday, August 17th** at this year's Interspeech conference in Rotterdam. <br> Check out the [preliminary programme](#interspeech-programme) below, and sign up through the [Interspeech registration form](https://www.interspeech2025.org/registration)!
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+![tutorial-overview-diagram](images/tutorial-overview.png)
+
 (interspeech-programme)=
 ## Preliminary programme at Interspeech 2025
 
 > **Introduction** to challenges of speech data for interpretability research <br>
 > [Grzegorz Chrupała](https://grzegorz.chrupala.me/) 
 
-> Tutorial on **Representational Analysis methods** for speech model interpretability, including: <br> Probing{cite}`bentumProcessingStressEndEnd2024,shen-etal-2024-encoding,cormacenglishDomainInformedProbingWav2vec2022`, Representational Similarity Analyses (RSA{cite}`chrupala-etal-2020-analyzing,shenWaveSyntaxProbing2023a`, CCA{cite}`Pasad2021`, CKA{cite}`pmlr-v97-kornblith19a`), <br> CTC & Decoder lenses{cite}`deheerklootsHumanlikeLinguisticBiases2024,langedijkDecoderLensLayerwiseInterpretation2024`, ABX tests{cite}`schatz2016,algayresDPParseFindingWord2022,seysselDiscriminatingFormMeaning2025` <br>
+> Tutorial on **Representational Analysis methods** for speech model interpretability, including: <br> Probing{cite}`bentumProcessingStressEndEnd2024,shen-etal-2024-encoding,deheerklootsWhatSelfsupervisedSpeech2025,cormacenglishDomainInformedProbingWav2vec2022`, Representational Similarity Analyses (RSA{cite}`chrupala-etal-2020-analyzing,shenWaveSyntaxProbing2023a`, CCA{cite}`Pasad2021`, CKA{cite}`pmlr-v97-kornblith19a`), <br> CTC & Decoder lenses{cite}`deheerklootsHumanlikeLinguisticBiases2024,langedijkDecoderLensLayerwiseInterpretation2024`, ABX tests{cite}`schatz2016,algayresDPParseFindingWord2022,seysselDiscriminatingFormMeaning2025` <br>
 > [Martijn Bentum](https://www.ru.nl/personen/bentum-m), [Charlotte Pouw](https://www.illc.uva.nl/People/Table/person/5440/Charlotte-Pouw) 
 
 > Tutorial on **Feature Importance Scoring methods** for speech model interpretability, including: <br> Context-mixing (Attention{cite}`pengWordDiscoveryVisually2022a,a-shams-etal-2024-uncovering`, Value-Zeroing{cite}`mohebbiHomophoneDisambiguationReveals2023a`), <br> Feature attribution{cite}`fucciExplainabilitySpeechModels2024` (Gradient-based{cite}`prasadHowAccentsConfound2020,guptaPhonemeDiscretizedSaliency2024` and Perturbation-based{cite}`wuExplanationsforASR2023,pastor-etal-2024-explaining`) <br>

_sources/index.md

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genindex.html

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interspeech2025/feature-importance-scoring/intro.html

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