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Leemann, Tobias
12 publications
TMLR
2025
Attention Mechanisms Don’t Learn Additive Models: Rethinking Feature Importance for Transformers
Tobias Leemann
,
Alina Fastowski
,
Felix Pfeiffer
,
Gjergji Kasneci
ICLR
2025
Auto-GDA: Automatic Domain Adaptation for Efficient Grounding Verification in Retrieval-Augmented Generation
Tobias Leemann
,
Periklis Petridis
,
Giuseppe Vietri
,
Dionysis Manousakas
,
Aaron Roth
,
Sergul Aydore
AAAI
2024
I Prefer Not to Say: Protecting User Consent in Models with Optional Personal Data
Tobias Leemann
,
Martin Pawelczyk
,
Christian Thomas Eberle
,
Gjergji Kasneci
ICMLW
2024
Is My Data Safe? Predicting Instance-Level Membership Inference Success for White-Box and Black-Box Attacks
Tobias Leemann
,
Bardh Prenkaj
,
Gjergji Kasneci
NeurIPSW
2023
Caution to the Exemplars: On the Intriguing Effects of Example Choice on Human Trust in XAI
Tobias Leemann
,
Yao Rong
,
Thai-Trang Nguyen
,
Enkelejda Kasneci
,
Gjergji Kasneci
NeurIPS
2023
Gaussian Membership Inference Privacy
Tobias Leemann
,
Martin Pawelczyk
,
Gjergji Kasneci
ICLR
2023
Language Models Are Realistic Tabular Data Generators
Vadim Borisov
,
Kathrin Sessler
,
Tobias Leemann
,
Martin Pawelczyk
,
Gjergji Kasneci
ICLR
2023
On the Trade-Off Between Actionable Explanations and the Right to Be Forgotten
Martin Pawelczyk
,
Tobias Leemann
,
Asia Biega
,
Gjergji Kasneci
UAI
2023
When Are Post-Hoc Conceptual Explanations Identifiable?
Tobias Leemann
,
Michael Kirchhof
,
Yao Rong
,
Enkelejda Kasneci
,
Gjergji Kasneci
ICML
2022
A Consistent and Efficient Evaluation Strategy for Attribution Methods
Yao Rong
,
Tobias Leemann
,
Vadim Borisov
,
Gjergji Kasneci
,
Enkelejda Kasneci
ICLRW
2022
Coherence Evaluation of Visual Concepts with Objects and Language
Tobias Leemann
,
Yao Rong
,
Stefan Kraft
,
Enkelejda Kasneci
,
Gjergji Kasneci
NeurIPSW
2022
On the Trade-Off Between Actionable Explanations and the Right to Be Forgotten
Martin Pawelczyk
,
Tobias Leemann
,
Asia Biega
,
Gjergji Kasneci