10 citations · 12 across the 6 of their papers we have counts for
6 papers
The GECo algorithm for Graph Neural Networks Explanation
Salvatore Calderaro, Domenico Amato, Giosuè Lo Bosco +2
Graph Neural Networks (GNNs) are powerful models that can manage complex data sources and their interconnection links. One of GNNs' main drawbacks is their lack of interpretability…
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…
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…
Standard Vs Uniform Binary Search and Their Variants in Learned Static Indexing: The Case of the Searching on Sorted Data Benchmarking Software Platform
Domenico Amato, Giosuè Lo Bosco, Raffaele Giancarlo
Learned Indexes are a novel approach to search in a sorted table. A model is used to predict an interval in which to search into and a Binary Search routine is used to finalize the…
Learned Sorted Table Search and Static Indexes in Small Model Space
Domenico Amato, Giosuè Lo Bosco, Raffaele Giancarlo
Machine Learning Techniques, properly combined with Data Structures, have resulted in Learned Static Indexes, innovative and powerful tools that speed-up Binary Search, with the us…
Learning from Data to Speed-up Sorted Table Search Procedures: Methodology and Practical Guidelines
Domenico Amato, Giosué Lo Bosco, Raffaele Giancarlo
Sorted Table Search Procedures are the quintessential query-answering tool, with widespread usage that now includes also Web Applications, e.g, Search Engines (Google Chrome) and a…