Search Results for author: Alex Oesterling

Found 3 papers, 2 papers with code

Interpreting CLIP with Sparse Linear Concept Embeddings (SpLiCE)

1 code implementation16 Feb 2024 Usha Bhalla, Alex Oesterling, Suraj Srinivas, Flavio P. Calmon, Himabindu Lakkaraju

CLIP embeddings have demonstrated remarkable performance across a wide range of computer vision tasks.

Model Editing

Fair Machine Unlearning: Data Removal while Mitigating Disparities

1 code implementation27 Jul 2023 Alex Oesterling, Jiaqi Ma, Flavio P. Calmon, Hima Lakkaraju

In this work, we demonstrate that most efficient unlearning methods cannot accommodate popular fairness interventions, and we propose the first fair machine unlearning method that can efficiently unlearn data instances from a fair objective.

Fairness Machine Unlearning

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