A scalable reasoning and learning approach for neural-symbolic stream fusion

D Le-Phuoc, T Eiter, A Le-Tuan - … of the AAAI Conference on Artificial …, 2021 - ojs.aaai.org
Driven by deep neural networks (DNN), the recent development of computer vision makes
vision sensors such as stereo cameras and Lidars ubiquitous in autonomous cars, robotics …

I-DLV-sr: a stream reasoning system based on I-DLV

F Calimeri, M Manna, E Mastria, MC Morelli… - Theory and Practice of …, 2021 - cambridge.org
We introduce a novel logic-based system for reasoning over data streams, which relies on a
framework enabling a tight, fine-tuned interaction between Apache Flink and the-DLV …

Stream reasoning playground

P Schneider, D Alvarez-Coello, A Le-Tuan… - European Semantic …, 2022 - Springer
Stream Reasoning is a well established field not only in the Semantic Web, but is also
adapted in the knowledge representation and reasoning and AI community in general. In the …

ASP-based multi-shot reasoning via DLV2 with incremental grounding

F Calimeri, G Ianni, F Pacenza, S Perri… - Proceedings of the 24th …, 2022 - dl.acm.org
DLV2 is an AI tool for Knowledge Representation and Reasoning which supports Answer
Set Programming (ASP)–a logic-based declarative formalism, successfully used in both …

Incremental maintenance of overgrounded logic programs with tailored simplifications

G Ianni, F Pacenza, J Zangari - Theory and Practice of Logic …, 2020 - cambridge.org
The repeated execution of reasoning tasks is desirable in many applicative scenarios, such
as stream reasoning and event processing. When using answer set programming in such …

Managing caching strategies for stream reasoning with reinforcement learning

C Dodaro, T Eiter, P Ogris… - Theory and Practice of …, 2020 - cambridge.org
Efficient decision-making over continuously changing data is essential for many application
domains such as cyber-physical systems, industry digitalization, etc. Modern stream …

Pushing the limits of clingo's incremental grounding and solving capabilities in practical applications

M Balduccini, M Barborak, D Ferrucci - Algorithms, 2023 - mdpi.com
Incremental techniques aim at making it possible to improve the performance of the
grounding and solving processes by reusing the results of previous executions. Clingo …

Forget and Regeneration Techniques for Optimizing ASP-Based Stream Reasoning

F Calimeri, G Ianni, F Pacenza, S Perri… - … Symposium on Practical …, 2024 - Springer
Abstract Answer Set Programming (ASP) is a declarative formalism, developed in the field of
nonmonotonic reasoning and recognized as a powerful tool for Knowledge Representation …

[PDF][PDF] From Vision to Execution: Enabling Knowledge Representation and Reasoning in Hybrid Intelligent Robots Playing Mobile Games.

D Angilica, M Avolio, G Beraldi, G Ianni, F Pacenza - KR, 2023 - proceedings.kr.org
Automating acts on touch surfaces opens a range of possibilities for researching and
experimenting with hybrid AI approaches. In this paper, we propose a delta robot capable of …

The Stream Reasoning System I-DLV-sr: Enhancements and Applications in Smart Cities

F Calimeri, E Mastria, S Perri, J Zangari - International Joint Conference …, 2022 - Springer
I-DLV-sr is a recently proposed logic-based system for reasoning over data streams, which
relies on a framework enabling a tight, fine-tuned interaction between Apache Flink and the …