Winsor, Eric

Interpreting Neural Networks through the Polytope Lens

Black, S., Sharkey, L., Grinsztajn, L., Winsor, E., Braun, D., Merizian, J., Parker, K., Guevara, C. R., Millidge, B., Alfour, G., et al. (2022) · arXiv

Explainable Artificial Intelligence (XAI)Neural Networks and Applications

Cited by 39

AgentHarm: A Benchmark for Measuring Harmfulness of LLM Agents

Andriushchenko, M., Souly, A., Dziemian, M., Duenas, D., Lin, M., Wang, J., Hendrycks, D., Zou, A., Kolter, Z., Fredrikson, M., et al. (2024) · arXiv

Adversarial Robustness in Machine LearningAccess Control and Trust

Cited by 11

Fundamental Limitations in Pointwise Defences of LLM Finetuning APIs

Davies, X., Winsor, E., Souly, A., Korbak, T., Kirk, R., de Witt, C. S., & Gal, Y. (2025) · arXiv

Adversarial Robustness in Machine LearningSecurity and Verification in Computing

Cited by 0