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Pawelczyk, Martin

  1. 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
  2. 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)
  3. 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
  4. 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
  5. 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
  6. 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
  7. 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)