Leemann, Tobias

1. Language Models are Realistic Tabular Data Generators
   2022/10/12 by Vadim Borisov, Kathrin Seßler, Borisov, Vadim +7 · 36 citations
   Computer Science · #Topic Modeling #Natural Language Processing Techniques #Multimodal Machine Learning Applications
2. A Consistent and Efficient Evaluation Strategy for Attribution Methods
   2022/02/01 by Yao Rong, Tobias Leemann, Rong, Yao +7 · 11 citations
   Computer Science · #Domain Adaptation and Few-Shot Learning #Advanced Graph Neural Networks #Visual Attention and Saliency Detection
3. Gaussian Membership Inference Privacy
   2023/06/12 by Tobias Leemann, Martin Pawelczyk, Leemann, Tobias +3 · 3 citations
   Computer Science · Social Sciences · #Adversarial Robustness in Machine Learning #Criminal Justice and Corrections Analysis #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data
4. Distribution Preserving Multiple Hypotheses Prediction for Uncertainty Modeling
   2021/10/06 by Leemann, Tobias, Sackmann, Moritz, Thielecke, Jörn +1 · 1 citation
   #FOS: Computer and information sciences #Machine Learning (cs.LG)
5. When are Post-hoc Conceptual Explanations Identifiable?
   2022/06/28 by Leemann, Tobias, Kirchhof, Michael, Rong, Yao +2 · 1 citation
   #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
6. Auto-GDA: Automatic Domain Adaptation for Efficient Grounding Verification in Retrieval-Augmented Generation
   2024/10/04 by Tobias Leemann, Leemann, Tobias, Giuseppe Vietri +8 · 1 citation
   Computer Science · #Computation and Language (cs.CL) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Speech and dialogue systems #Topic Modeling
7. Attention Mechanisms Don't Learn Additive Models: Rethinking Feature Importance for Transformers
   2024/05/22 by Leemann, Tobias, Fastowski, Alina, Pfeiffer, Felix +1 · 1 citation
   #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)