Search Results for author: Maureen Daum

Found 4 papers, 2 papers with code

MaskSearch: Querying Image Masks at Scale

no code implementations3 May 2023 Dong He, Jieyu Zhang, Maureen Daum, Alexander Ratner, Magdalena Balazinska

Machine learning tasks over image databases often generate masks that annotate image content (e. g., saliency maps, segmentation maps, depth maps) and enable a variety of applications (e. g., determine if a model is learning spurious correlations or if an image was maliciously modified to mislead a model).

DeepEverest: Accelerating Declarative Top-K Queries for Deep Neural Network Interpretation

1 code implementation6 Apr 2021 Dong He, Maureen Daum, Walter Cai, Magdalena Balazinska

We design, implement, and evaluate DeepEverest, a system for the efficient execution of interpretation by example queries over the activation values of a deep neural network.

Network Interpretation

Tea: A High-level Language and Runtime System for Automating Statistical Analysis

1 code implementation10 Apr 2019 Eunice Jun, Maureen Daum, Jared Roesch, Sarah E. Chasins, Emery D. Berger, Rene Just, Katharina Reinecke

We show that Tea generally matches the choices of experts while automatically switching to non-parametric tests when parametric assumptions are not met.

Programming Languages Human-Computer Interaction Mathematical Software Software Engineering

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