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A scalable reasoning and learning approach for neural-symbolic stream fusion
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 …
vision sensors such as stereo cameras and Lidars ubiquitous in autonomous cars, robotics …
I-DLV-sr: a stream reasoning system based on I-DLV
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 …
framework enabling a tight, fine-tuned interaction between Apache Flink and the-DLV …
Stream reasoning playground
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 …
adapted in the knowledge representation and reasoning and AI community in general. In the …
ASP-based multi-shot reasoning via DLV2 with incremental grounding
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 …
Set Programming (ASP)–a logic-based declarative formalism, successfully used in both …
Incremental maintenance of overgrounded logic programs with tailored simplifications
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 …
as stream reasoning and event processing. When using answer set programming in such …
Managing caching strategies for stream reasoning with reinforcement learning
Efficient decision-making over continuously changing data is essential for many application
domains such as cyber-physical systems, industry digitalization, etc. Modern stream …
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 …
grounding and solving processes by reusing the results of previous executions. Clingo …
Forget and Regeneration Techniques for Optimizing ASP-Based Stream Reasoning
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 …
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.
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 …
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
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 …
relies on a framework enabling a tight, fine-tuned interaction between Apache Flink and the …