Withthe increasing integration of AGVs (Automated Guided Vehicles) and Robot Arms in manufacturing systems, traditional scheduling approaches that handle them separately often lead to inefficiencies and poor coordina...
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An open problem in artificial intelligence is how systems can flexibly learn discrete abstractions that are useful for solving inherently continuous problems. Previous work in computational neuroscience has considered...
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ISBN:
(纸本)9783031771378;9783031771385
An open problem in artificial intelligence is how systems can flexibly learn discrete abstractions that are useful for solving inherently continuous problems. Previous work in computational neuroscience has considered this functional integration of discrete and continuous variables during decision-making under the formalism of active inference [13,29]. However, their focus is on the expressive physical implementation of categorical decisions and the hierarchical mixed generative model is assumed to be known. As a consequence, it is unclear how this framework might be extended to the learning of appropriate coarse-grained variables for a given task. In light of this, we present a novel hierarchical hybrid active inference agent in which a high-level discrete active inference planner sits above a low-level continuous active inference controller. We make use of recent work in recurrent switching linear dynamical systems (rSLDS) which learn meaningful discrete representations of complex continuous dynamics via piecewise linear decomposition [22]. the representations learnt by the rSLDS inform the structure of the hybrid decision-making agent and allow us to (1) lift decision-making into the discrete domain enabling us to exploit information-theoretic exploration bonuses (2) specify temporally-abstracted sub-goals in a method reminiscent of the options framework [34] and (3) 'cache' the approximate solutions to low-level problems in the discrete planner. We apply our model to the sparse Continuous Mountain Car task, demonstrating fast system identification via enhanced exploration and successful planning through the delineation of abstract sub-goals.
the proceedings contain 21 papers. the special focus in this conference is on Engineering multi-agentsystems. the topics include: Concept Description and Definition Extraction for the ANEMONE System;Implementing Ethi...
ISBN:
(纸本)9783030974565
the proceedings contain 21 papers. the special focus in this conference is on Engineering multi-agentsystems. the topics include: Concept Description and Definition Extraction for the ANEMONE System;Implementing Ethical Governors in BDI;implementing Durative Actions with Failure Detection in Gwendolen;a Practical Framework for General Dialogue-Based Bilateral Interactions;TPO: A Type System for the Architecture of agent Societies;engineering Explainable agents: An Argumentation-Based Approach;Seamless Integration and Testing for MAS Engineering;autonomous Economic agent Framework;Analysis of the Execution Time of the Jason BDI Reasoning Cycle;formal Verification of a Map Merging Protocol in the multi-agentprogramming Contest;Smart Cyber-Physical System-of-systems Using Intelligent agents and MAS;developer Operations and Engineering multi-agentsystems;PanSim + Sim-2APL: A Framework for Large-Scale Distributed Simulation with Complex agents;preface;an Appraisal Transition System for Event-Driven Emotions in agent-Based Player Experience Testing;BDI for Autonomous Mobile Robot Navigation;streamB: A Declarative Language for Automatically Processing Data Streams in Abstract Environments for agent Platforms;Attention Guidance agents with Eye-Tracking: A Use-Case Based on the MATBII Cockpit Task;an Epistemic Logic for Modular Development of multi-agentsystems.
Withthe increasing frequency and intensity of extreme events, the operation of power systems is seriously threatened. In the context of emerging resilient power grid, it is very important to improve the rapid recover...
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In this paper, a combination of dynamic and stochastic perturbation models is proposed for the deep-sea submersible position prediction problem. the position prediction model is established by studying the main forces...
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Trust is a crucial component in collaborative multiagentsystems (MAS) involving humans and autonomous AI agents. Rather than assuming trust based on past system behaviours, it is important to formally verify trust by...
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the proceedings contain 11 papers. the special focus in this conference is on Software Verification and Formal Methods for ML-Enables Autonomous systems. the topics include: Neural Network Precision Tuning Using Stoch...
ISBN:
(纸本)9783031212215
the proceedings contain 11 papers. the special focus in this conference is on Software Verification and Formal Methods for ML-Enables Autonomous systems. the topics include: Neural Network Precision Tuning Using Stochastic Arithmetic;MLTL multi-type (MLTLM): A Logic for Reasoning About Signals of Different Types;a Cascade of Checkers for Run-time Certification of Local Robustness;CEG4N: Counter-Example Guided Neural Network Quantization Refinement;minimal multi-Layer Modifications of Deep Neural Networks;differentiable Logics for Neural Network Training and Verification;neural Networks in Imandra: Matrix Representation as a Verification Choice;self-correcting Neural Networks for Safe Classification;formal Specification for Learning-Enabled Autonomous systems;verified Numerical Methods for Ordinary Differential Equations.
We introduce a formal semantics of P4 for the HOL4 interactive theorem prover. We exploit properties of the language, like the absence of call by reference and the copy-in/copy-out mechanism, to define a heapless smal...
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ISBN:
(纸本)9781450399357
We introduce a formal semantics of P4 for the HOL4 interactive theorem prover. We exploit properties of the language, like the absence of call by reference and the copy-in/copy-out mechanism, to define a heapless small-step semantics that is abstract enough to simplify verification, but that covers the main aspects of the language: interaction withthe architecture via externs, table match, and parsers. Our formalization is written in the Ott metalanguage, which allows us to export definitions to multiple interactive theorem provers. the exported HOL4 semantics allows us to establish machine-checkable proofs regarding the semantics, properties of P4 programs, and soundness of analysis tools.
the proceedings contain 52 papers. the special focus in this conference is on Higher Education Learning Methodologies and Technologies Online. the topics include: Get in (multi)touch withthe Tangent;internationalisat...
ISBN:
(纸本)9783031673504
the proceedings contain 52 papers. the special focus in this conference is on Higher Education Learning Methodologies and Technologies Online. the topics include: Get in (multi)touch withthe Tangent;internationalisation Experience on a Digital Platform and Its Impact on Self-efficacy: the Results on a Sample of Initial Teacher Education Students;digital multisensory Storytelling as Educational-Didactic Methodology for Emotional Literacy;automated Online Assessment and Cloud-Based programming: Advancing Computer Engineering Education;Leveraging Explainable AI Methods and Tools for Educational Data;botBid - From Botany to Big Data: Combining Citizen Science and Innovative Teaching Methodologies;detecting the Usage of Large Language Models Exploiting Generative Adversarial Networks;ontology for Constructively Aligned, Collaborative, and Evolving Engineer Knowledge-Management Platforms;augmented Didactic: the Potential of Gesture in Mobile Learning to Enhance Learning;digital Twins and E-Learning: Navigating Challenges and Opportunities;emotions in Practice: Studying Lectures and Seminars in On-Line and Offline Education;performing Art-Based Methodology for Empathetic Transposition into Online Learning Experiences;improving Student Online Interactions and Teacher’s Ability to Manage them withthe Quick Chat Moodle Plugin;promoting Meaningful Learning in Topology Supported by Undergraduate Students’ Video Creations;the Feedback in a Formative Assessment Path: Development of Communicative Skills in a workshop Online;online Resources for Training Pre-service Primary School Teachers in Mathematics;mathematics Interpretative Tasks and Formative Assessment: A Digital Device for Teachers Training;Cybersecurity for Teens (CS4T) – A Project by Ludoteca of Registro .it;Learning CyberSecurity with Story-Driven CTF Challenges: CyberTrials 2023;superCyberKids: Enhancing Cybersecurity Education in K-12 through Digital Game-Based Learning;Empowering Higher Education with ChatGPT: Inn
the paper presents the issue of determining the most the optimal parameters for electrical energy storage and generating equipment in autonomous local electrical systems (ALES). the substantiation of the role of energ...
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