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Botty Dimanov
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Books and Theses
- 2020
- [b1]Botty Dimanov:
Interpretable Deep Learning: beyond feature-importance with concept-based explanations. University of Cambridge, UK, 2020
Conference and Workshop Papers
- 2022
- [c4]Shea Cardozo, Gabriel Islas Montero, Dmitry Kazhdan, Botty Dimanov, Maleakhi A. Wijaya, Mateja Jamnik, Pietro Liò:
Explainer Divergence Scores (EDS): Some Post-Hoc Explanations May be Effective for Detecting Unknown Spurious Correlations. CIKM Workshops 2022 - 2020
- [c3]Botty Dimanov, Umang Bhatt, Mateja Jamnik, Adrian Weller:
You Shouldn't Trust Me: Learning Models Which Conceal Unfairness From Multiple Explanation Methods. SafeAI@AAAI 2020: 63-73 - [c2]Dmitry Kazhdan, Botty Dimanov
, Mateja Jamnik, Pietro Liò, Adrian Weller:
Now You See Me (CME): Concept-based Model Extraction. CIKM (Workshops) 2020 - [c1]Botty Dimanov
, Umang Bhatt, Mateja Jamnik, Adrian Weller:
You Shouldn't Trust Me: Learning Models Which Conceal Unfairness from Multiple Explanation Methods. ECAI 2020: 2473-2480
Informal and Other Publications
- 2023
- [i6]Dmitry Kazhdan, Botty Dimanov, Lucie Charlotte Magister, Pietro Barbiero, Mateja Jamnik, Pietro Liò:
GCI: A (G)raph (C)oncept (I)nterpretation Framework. CoRR abs/2302.04899 (2023) - 2022
- [i5]Shea Cardozo, Gabriel Islas Montero, Dmitry Kazhdan, Botty Dimanov, Maleakhi A. Wijaya, Mateja Jamnik, Pietro Liò:
Explainer Divergence Scores (EDS): Some Post-Hoc Explanations May be Effective for Detecting Unknown Spurious Correlations. CoRR abs/2211.07650 (2022) - 2021
- [i4]Dmitry Kazhdan, Botty Dimanov, Helena Andrés-Terré, Mateja Jamnik, Pietro Liò, Adrian Weller:
Is Disentanglement all you need? Comparing Concept-based & Disentanglement Approaches. CoRR abs/2104.06917 (2021) - [i3]Maleakhi A. Wijaya, Dmitry Kazhdan, Botty Dimanov, Mateja Jamnik:
Failing Conceptually: Concept-Based Explanations of Dataset Shift. CoRR abs/2104.08952 (2021) - 2020
- [i2]Dmitry Kazhdan, Botty Dimanov, Mateja Jamnik, Pietro Liò, Adrian Weller:
Now You See Me (CME): Concept-based Model Extraction. CoRR abs/2010.13233 (2020) - [i1]Dmitry Kazhdan, Botty Dimanov, Mateja Jamnik, Pietro Liò:
MEME: Generating RNN Model Explanations via Model Extraction. CoRR abs/2012.06954 (2020)
Coauthor Index
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