3 papers
cs.CL2022
Assessing Resource-Performance Trade-off of Natural Language Models using Data Envelopment Analysis
Zachary Zhou, Alisha Zachariah, Devin Conathan +1
Natural language models are often summarized through a high-dimensional set of descriptive metrics including training corpus size, training time, the number of trainable parameters…
cs.CR2022
Placement Laundering and the Complexities of Attribution in Online Advertising
Jeffery Kline, Aaron Cahn, Paul Barford
A basic assumption in online advertising is that it is possible to attribute a view of a particular ad creative (i.e., an impression) to a particular web page. In practice, however…
cs.LG2021
Weighting vectors for machine learning: numerical harmonic analysis applied to boundary detection
Eric Bunch, Jeffery Kline, Daniel Dickinson +2
Metric space magnitude, an active field of research in algebraic topology, is a scalar quantity that summarizes the effective number of distinct points that live in a general metri…