Emily Sullivan
Associate Professor
Publications
2024
Scholarly publications
Sullivan, E. (2024). SIDEs: Separating Idealization from Deceptive 'Explanations' in xAI. In 2024 ACM Conference on Fairness, Accountability, and Transparency, FAccT 2024 (pp. 1714-1724). (2024 ACM Conference on Fairness, Accountability, and Transparency, FAccT 2024). Association for Computing Machinery (ACM). https://doi.org/10.1145/3630106.3658999
Grote, T., Genin, K., & Sullivan, E. (2024). Reliability in Machine Learning. Philosophy Compass, 19(5), Article e12974. https://doi.org/10.1111/phc3.12974
https://dspace.library.uu.nl/bitstream/handle/1874/452262/Philosophy_Compass_-_2024_-_Grote_-_Reliability_in_Machine_Learning.pdf?sequence=1
https://dspace.library.uu.nl/bitstream/handle/1874/452262/Philosophy_Compass_-_2024_-_Grote_-_Reliability_in_Machine_Learning.pdf?sequence=1
2023
Scholarly publications
Sullivan, E. (2023). Do Machine Learning Models Represent Their Targets? Philosophy of Science. Advance online publication. https://doi.org/10.1017/psa.2023.151