Search Results - "Hardt, Moritz"
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The reusable holdout: Preserving validity in adaptive data analysis
Published in Science (American Association for the Advancement of Science) (07-08-2015)“…Misapplication of statistical data analysis is a common cause of spurious discoveries in scientific research. Existing approaches to ensuring the validity of…”
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Myogenic differentiation of primary myoblasts and mesenchymal stromal cells under serum-free conditions on PCL-collagen I-nanoscaffolds
Published in BMC biotechnology (26-11-2018)“…The creation of functional skeletal muscle via tissue engineering holds great promise without sacrificing healthy donor tissue. Different cell types have been…”
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Published in Journal of the American Statistical Association (01-03-2018)Get full text
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Published in Journal of the American Statistical Association (02-01-2018)Get full text
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Published in Journal of the American Statistical Association (02-01-2018)Get full text
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Multiple Kernel Completion and its application to cardiac disease discrimination
Published in 2013 IEEE 10th International Symposium on Biomedical Imaging (01-04-2013)“…Data is only as good as the similarity metric used to compare it. The all important notion of similarity allows us to leverage knowledge derived from prior…”
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Algorithmic amplification of politics on Twitter
Published in Proceedings of the National Academy of Sciences - PNAS (04-01-2022)“…Content on Twitter's home timeline is selected and ordered by personalization algorithms. By consistently ranking certain content higher, these algorithms may…”
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Understanding Alternating Minimization for Matrix Completion
Published in 2014 IEEE 55th Annual Symposium on Foundations of Computer Science (01-10-2014)“…Alternating minimization is a widely used and empirically successful heuristic for matrix completion and related low-rank optimization problems. Theoretical…”
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Measuring the predictability of life outcomes with a scientific mass collaboration
Published in Proceedings of the National Academy of Sciences - PNAS (14-04-2020)“…How predictable are life trajectories? We investigated this question with a scientific mass collaboration using the common task method; 160 teams built…”
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Preventing False Discovery in Interactive Data Analysis Is Hard
Published in 2014 IEEE 55th Annual Symposium on Foundations of Computer Science (01-10-2014)“…We show that, under a standard hardness assumption, there is no computationally efficient algorithm that given n samples from an unknown distribution can give…”
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Inherent Trade-Offs between Diversity and Stability in Multi-Task Benchmarks
Published 02-05-2024“…We examine multi-task benchmarks in machine learning through the lens of social choice theory. We draw an analogy between benchmarks and electoral systems,…”
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ImageNot: A contrast with ImageNet preserves model rankings
Published 02-04-2024“…We introduce ImageNot, a dataset designed to match the scale of ImageNet while differing drastically in other aspects. We show that key model architectures…”
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What Makes ImageNet Look Unlike LAION
Published 27-06-2023“…ImageNet was famously created from Flickr image search results. What if we recreated ImageNet instead by searching the massive LAION dataset based on image…”
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Test-Time Training on Nearest Neighbors for Large Language Models
Published 29-05-2023“…Many recent efforts augment language models with retrieval, by adding retrieved data to the input context. For this approach to succeed, the retrieved data…”
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Is your model predicting the past?
Published 10-03-2024“…When does a machine learning model predict the future of individuals and when does it recite patterns that predate the individuals? In this work, we propose a…”
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Do causal predictors generalize better to new domains?
Published 15-02-2024“…We study how well machine learning models trained on causal features generalize across domains. We consider 16 prediction tasks on tabular datasets covering…”
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Don't Label Twice: Quantity Beats Quality when Comparing Binary Classifiers on a Budget
Published 03-02-2024“…We study how to best spend a budget of noisy labels to compare the accuracy of two binary classifiers. It's common practice to collect and aggregate multiple…”
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Performative Prediction: Past and Future
Published 25-10-2023“…Predictions in the social world generally influence the target of prediction, a phenomenon known as performativity. Self-fulfilling and self-negating…”
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Unprocessing Seven Years of Algorithmic Fairness
Published 12-06-2023“…ICLR 2024 Seven years ago, researchers proposed a postprocessing method to equalize the error rates of a model across different demographic groups. The work…”
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Decline Now: A Combinatorial Model for Algorithmic Collective Action
Published 16-10-2024“…Drivers on food delivery platforms often run a loss on low-paying orders. In response, workers on DoorDash started a campaign, #DeclineNow, to purposefully…”
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