no code implementations • 3 Jan 2024 • Devin Kwok, Nikhil Anand, Jonathan Frankle, Gintare Karolina Dziugaite, David Rolnick
Motivated by the goals of dataset pruning and defect identification, a growing body of methods have been developed to score individual examples within a dataset.
no code implementations • 27 Nov 2023 • Anusha Sabbineni, Nikhil Anand, Maria Minakova
While data selection methods have been studied extensively in active learning, data pruning, and data augmentation settings, there is little evidence for the efficacy of these methods in industry scale settings, particularly in low-resource languages.
no code implementations • 27 Nov 2023 • Nikhil Anand, Joshua Tan, Maria Minakova
Modern ML systems ingest data aggregated from diverse sources, such as synthetic, human-annotated, and live customer traffic.
3 code implementations • 28 Aug 2013 • Nikhil Anand, A. Liam Fitzpatrick, W. C. Haxton
The community's reliance on simplified descriptions of WIMP-nucleus interactions reflects the absence of analysis tools that integrate general theories of dark matter with standard treatments of nuclear response functions.
High Energy Physics - Phenomenology High Energy Physics - Experiment Nuclear Experiment Nuclear Theory