2 papers
cs.DS2023
From Specific to Generic Learned Sorted Set Dictionaries: A Theoretically Sound Paradigm Yelding Competitive Data Structural Boosters in Practice
Domenico Amato, Giosué Lo Bosco, Raffaele Giancarlo
This research concerns Learned Data Structures, a recent area that has emerged at the crossroad of Machine Learning and Classic Data Structures. It is methodologically important an…
cs.DB2022
On the Suitability of Neural Networks as Building Blocks for The Design of Efficient Learned Indexes
Domenico Amato, Giosue' Lo Bosco, Raffaele Giancarlo
With the aim of obtaining time/space improvements in classic Data Structures, an emerging trend is to combine Machine Learning techniques with the ones proper of Data Structures. T…