APIA: An Architecture for Policy-Aware Intentional Agents

09/17/2021
by   John Meyer, et al.
0

This paper introduces the APIA architecture for policy-aware intentional agents. These agents, acting in changing environments, are driven by intentions and yet abide by domain-relevant policies. This work leverages the AIA architecture for intention-driven intelligent agents by Blount, Gelfond, and Balduccini. It expands AIA with notions of policy compliance for authorization and obligation policies specified in the language AOPL by Gelfond and Lobo. APIA introduces various agent behavior modes, corresponding to different levels of adherence to policies. APIA reasoning tasks are reduced to computing answer sets using the Clingo solver and its Python API.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
08/30/2023

Penalization Framework For Autonomous Agents Using Answer Set Programming

This paper presents a framework for enforcing penalties on intelligent a...
research
05/21/2022

Coordinating Policies Among Multiple Agents via an Intelligent Communication Channel

In Multi-Agent Reinforcement Learning (MARL), specialized channels are o...
research
08/29/2023

Policy composition in reinforcement learning via multi-objective policy optimization

We enable reinforcement learning agents to learn successful behavior pol...
research
05/22/2023

An ASP Framework for the Refinement of Authorization and Obligation Policies

This paper introduces a framework for assisting policy authors in refini...
research
08/04/2023

Retroformer: Retrospective Large Language Agents with Policy Gradient Optimization

Recent months have seen the emergence of a powerful new trend in which l...
research
04/18/2013

Interactive POMDP Lite: Towards Practical Planning to Predict and Exploit Intentions for Interacting with Self-Interested Agents

A key challenge in non-cooperative multi-agent systems is that of develo...
research
06/09/2021

Geospatial Reasoning with Shapefiles for Supporting Policy Decisions

Policies are authoritative assets that are present in multiple domains t...

Please sign up or login with your details

Forgot password? Click here to reset