Trust Regions for Explanations via Black-Box Probabilistic CertificationAmit DhurandharSwagatam Haldaret al.2024ICML 2024
Slicing Mutual Information Generalization Bounds for Neural NetworksKimia NadjahiKristjan Greenewaldet al.2024ICML 2024
Prompting4Debugging: Red-Teaming Text-to-Image Diffusion Models by Finding Problematic PromptsZhi-yi ChinChieh-ming Jianget al.2024ICML 2024
Split, Unlearn, Merge: Leveraging Data Attributes for More Effective Unlearning in LLMsSwanand Ravindra KadheFarhan Ahmedet al.2024ICML 2024
CharED: Character-wise Ensemble Decoding for Large Language ModelsKevin GuEva Tueckeet al.2024ICML 2024
Towards Assurance of LLM Adversarial Robustness using Ontology-Driven ArgumentationTomas Bueno MomcilovicBeat Buesseret al.2024xAI 2024
Exploring Vulnerabilities in LLMs: A Red Teaming Approach to Evaluate Social BiasYuya Jeremy OngJay Pankaj Galaet al.2024IEEE CISOSE 2024
AUTOLYCUS: Exploiting Explainable Artificial Intelligence (XAI) for Model Extraction Attacks against Interpretable ModelsAbdullah Caglar OksuzAnisa Halimiet al.2024PETS 2024
Quantifying Representation Reliability in Self-Supervised Learning ModelsYoung Jin ParkHao Wanget al.2024UAI 2024
Identifying Homogeneous and Interpretable Groups for Conformal PredictionNatalia Martinez GilDhaval Patelet al.2024UAI 2024