Pawelczyk, Martin
- Language Models are Realistic Tabular Data Generators
2022/10/12 by Vadim Borisov, Kathrin Seßler, Borisov, Vadim +7 · 39 citations
Computer Science · #Topic Modeling #Natural Language Processing Techniques #Multimodal Machine Learning Applications
- In-Context Unlearning: Language Models as Few Shot Unlearners
2023/10/11 by Pawelczyk, Martin, Neel, Seth, Lakkaraju, Himabindu · 27 citations
#Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Rethinking Stability for Attribution-based Explanations
2022/03/14 by Chirag Agarwal, Nari Johnson, Agarwal, Chirag +10 · 6 citations
Computer Science · Decision Sciences · #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Scientific Computing and Data Management
- OpenXAI: Towards a Transparent Evaluation of Model Explanations
2022/06/22 by Chirag Agarwal, Agarwal, Chirag, Satyapriya Krishna +14 · 5 citations
Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Healthcare
- Machine Unlearning Fails to Remove Data Poisoning Attacks
2024/06/25 by Martin Pawelczyk, Pawelczyk, Martin, Jimmy Z. Di +9 · 6 citations
Computer Science · #Digital and Cyber Forensics #Cloud Data Security Solutions #Security and Verification in Computing
- Gaussian Membership Inference Privacy
2023/06/12 by Tobias Leemann, Leemann, Tobias, Martin Pawelczyk +3 · 4 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
- Generalizing Trust: Weak-to-Strong Trustworthiness in Language Models
2024/12/31 by Pawelczyk, Martin, Sun, Lillian, Qi, Zhenting +2 · 3 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)