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artificial intelligence, the distributed multi-agent reasoning system (dMARS) was a platform for intelligent software agents developed at the AAII that
Distributed multi-agent reasoning system
Distributed_multi-agent_reasoning_system
Decision-making framework for artificial intelligence
C-PRS and Propice) AgentSpeak Distributed multi-agent reasoning system (dMARS) GORITE JAM JACK Intelligent Agents SRI Procedural Agent Realization Kit (SPARK)
Procedural_reasoning_system
System of multiple interacting agents
A multi-agent system (MAS) or "self-organized system" is a computational system composed of multiple interacting intelligent agents. Multi-agent systems
Multi-agent_system
Government-funded research company (1988–1999)
by the AAII were a procedural reasoning system (PRS); distributed multi-agent reasoning system (dMARS); and a Smart Whole AiR Mission Model (SWARMM).
Australian Artificial Intelligence Institute
Australian_Artificial_Intelligence_Institute
Java framework for system development
generation agent platform building on the experiences of the Procedural Reasoning System (PRS) and Distributed Multi-Agent Reasoning System (dMARS). JACK
JACK_Intelligent_Agents
from Jason to print a message. Distributed multi-agent reasoning system "Anand S. Rao, 1996. AgentSpeak(L): BDI Agents Speak Out in a Logical Computable
AgentSpeak
Subfield of artificial intelligence
DAI is categorized into multi-agent systems and distributed problem solving. In multi-agent systems the main focus is how agents coordinate their knowledge
Distributed artificial intelligence
Distributed_artificial_intelligence
Overview of and topical guide to thought
(observation) Distinction (philosophy) Distributed cognition Decision tree Distributed multi-agent reasoning system Educational assessment Emotion Empirical
Outline_of_thought
Computer program acting for a user
their objectives), distributed agents (being executed on physically distinct computers), multi-agent systems (distributed agents that work together to
Software_agent
Programming paradigm
(2007). "Specifying Protocols for Multi-agent System Interaction". ACM Transactions on Autonomous and Adaptive Systems. 2 (4): 15–es. doi:10.1145/1293731
Agent-oriented_programming
Sub-field of reinforcement learning
Multi-agent reinforcement learning (MARL) is a sub-field of reinforcement learning. It focuses on studying the behavior of multiple learning agents that
Multi-agent reinforcement learning
Multi-agent_reinforcement_learning
scheduling Distributed artificial intelligence Cooperative distributed problem solving and Coordination Multi-agent systems and Software agent and Self-organization
Multi-agent_planning
How a group of agents can reach a common decision
1016/j.automatica.2016.01.004 Shamma, Jeff S. (2008). Cooperative Control of Distributed Multi-Agent Systems. Wiley-Interscience. ISBN 978-0-470-06031-5.
Consensus_dynamics
British computer scientist
architecture: A specification of the distributed multi-agent reasoning system, Autonomous Agents and Multi-Agent Systems, 9(1–2):5–53, 2004. Jon McCormack
Mark_d'Inverno
constraint optimization. A DCOP is a problem in which a group of agents must distributedly choose values for a set of variables such that the cost of a set
Distributed constraint optimization
Distributed_constraint_optimization
Type of artificial intelligence approach
fashion. In a blackboard system, this is provided by the control shell. A blackboard system is the central space in a multi-agent system. It's used for describing
Blackboard_system
Knowledge of a community of agents
In multi-agent system research, distributed knowledge is all the knowledge that a community of agents possesses and might apply in solving a problem. Distributed
Distributed_knowledge
Model for designing artificial intelligence
Reasoning System (PRS) IRMA (not implemented but can be considered as PRS with non-reconsideration) UM-PRS OpenPRS Distributed Multi-Agent Reasoning System
Belief–desire–intention software model
Belief–desire–intention_software_model
Approach to handling inferred information
Mason and Johnson. It was a multi-context system. Bridgeland and Huhns created the first single-context multi-agent system. Artificial intelligence Belief
Reason_maintenance
Methods in artificial intelligence research
Knowledge-based systems Knowledge representation and reasoning Logic programming Machine learning Model checking Model-based reasoning Multi-agent system Natural
Symbolic artificial intelligence
Symbolic_artificial_intelligence
Intelligence in machines
capability of computational systems to perform tasks typically associated with human intelligence, such as learning, reasoning, problem-solving, perception
Artificial_intelligence
autonomous GPT-based agent OpenClaw — autonomous task-executing AI agent CrewAI — framework for building and orchestrating multi-agent AI systems LangChain — framework
Lists of open-source artificial intelligence software
Lists_of_open-source_artificial_intelligence_software
Oriented designs for Intelligent software agents. Belief–Desire–Intention (BDI) software model Procedural Reasoning System Ralph Rönnquist, "The Goal Oriented
GORITE
use. In SARL, a Multiagent System (MAS) is a collection of Agents interacting together in shared distributed Spaces. Each agent has a collection of Capacities
SARL_(programming_language)
Systems without a single most important component or cluster
decentralized system is one used by certain insect colonies. In these insect colonies, control is distributed among the homogeneous biological agents who act
Decentralised_system
Israeli computer scientist (born 1960)
intelligence, notably to multiagent systems, human-agent interaction, autonomous agents and non-monotonic reasoning, as well as her leadership in these
Sarit_Kraus
Systems-based study of economic processes
Econophysics Macroeconomic model Multi-agent system Statistical finance • W. Brian Arthur, 1994. "Inductive Reasoning and Bounded Rationality," American
Agent-based computational economics
Agent-based_computational_economics
robotics Networked control system Distributed artificial intelligence – Multi-agent system – Hybrid intelligent system – Software system combining multiple techniques
Outline of artificial intelligence
Outline_of_artificial_intelligence
Field of machine learning
operations research, information theory, simulation-based optimization, multi-agent systems, swarm intelligence, and statistics. In the operations research and
Reinforcement_learning
Layered model for component organization in software and robotics
intelligent system in which the lowest, reactive layers are sub-symbolic. The higher layers, having relaxed time constraints, are capable of reasoning from an
Hierarchical_control_system
Extension of the Web to facilitate data exchange
technology in the realm of distributed artificial intelligence for knowledge management (e.g. ontologies and multi-agent systems for corporate semantic Web)
Semantic_Web
Software projects developed at universities
learning system (Carnegie Mellon and Stanford) GATE – natural language processing and text-mining framework (Sheffield) GraphLab – distributed machine
List of software developed at universities
List_of_software_developed_at_universities
Information repository with multiple applications
sub-systems of an expert system. A knowledge-based system consists of a knowledge-base representing facts about the world and ways of reasoning about
Knowledge_base
Japanese computer scientist (born 1972)
scientist who specialized in the fields of artificial intelligence and multi-agent systems. He worked as assistant professor in the computer science department
Takayuki_Ito
Swiss professor of artificial intelligence (born 1960)
interfaces. His recent work has centered on multi-agent systems, in particular the DPOP family of algorithms for distributed constraint optimization, the blocking
Boi_Faltings
Collecting and analyzing telemetry from AI systems in production
usage. For agent-based systems, more signals are needed because the work happens in many steps. These signals record the intermediate reasoning steps, the
AI_observability
Artificial intelligence project
Multiagents: Applying Laws of Robotics to Teams of Humans and Agents". Programming Multi-Agent-Systems: 4th International Workshop, ProMAS 2006. Springer. David
CALO
American computer scientist
books, including Unlocking the Wisdom of Large Language Models (2024), Multi-LLM Agent Collaborative Intelligence：The Path to Artificial General Intelligence
Edward_Y._Chang
an ACT-R inspired extension to the JACK multi-agent system that adds a cognitive architecture to the agents for eliciting more realistic (human-like)
List of artificial intelligence projects
List_of_artificial_intelligence_projects
intelligence (AGI) system". In 2024, OpenAI o3, a type of advanced reasoning model developed by OpenAI, was announced. On the Abstraction and Reasoning Corpus for
History of artificial intelligence
History_of_artificial_intelligence
American computer scientist
artificial intelligence, specifically in knowledge representation and reasoning, description logics, the semantic web, explanation, and trust. McGuinness
Deborah_McGuinness
Type of modal logic
and reason about information change and exchange of information in multi-agent systems. The seminal works in this field are by Plaza, Van Benthem, and Baltag
Epistemic_modal_logic
Proprietary database management system
Autonomous Database, or simply as Oracle) is a proprietary multi-model database management system developed and marketed by Oracle Corporation. First released
Oracle_Database
Academic journal
journal's scope encompasses all areas of AI, including agents and multi-agent systems, automated reasoning, constraint processing and search, knowledge representation
Journal of Artificial Intelligence Research
Journal_of_Artificial_Intelligence_Research
ICAART, one related to Agents and Distributed AI in general and the other one focused in topics related to Intelligent Systems and Computational Intelligence
ICAART
Chinese artificial intelligence company
On the software side, there are: 3FS (Fire-Flyer File System): A distributed parallel file system designed for asynchronous random reads. It uses Direct
DeepSeek
Symbolic cognitive architecture
application of Soar involved developing agents for use in training in large-scale distributed simulation. Two major systems for flying U.S. tactical air missions
Soar_(cognitive_architecture)
combines elements of game theory, complex systems, emergence, computational sociology, multi-agent systems, and evolutionary programming. Monte Carlo
Glossary_of_computer_science
Blueprint for intelligent agents
at its core, or decentralized (distributed). Decentralization has become popular under the name of parallel distributed processing in mid-1980s and connectionism
Cognitive_architecture
Knowledge base that represents semantic relations between concepts in a network
computational semantic analysis systems Sparse distributed memory Taxonomy (general) Unified Medical Language System (UMLS) Word-sense disambiguation
Semantic_network
Optimization algorithm
reduced to finding good paths through graphs. Artificial ants represent multi-agent methods inspired by the behavior of real ants. The pheromone-based communication
Ant colony optimization algorithms
Ant_colony_optimization_algorithms
rendering. 2006 Katia Sycara For contributions to case based reasoning, multi-agent systems and semantic web services and standards. 2006 Tadashi Watanabe
List of fellows of IEEE Computer Society
List_of_fellows_of_IEEE_Computer_Society
Type of AI with wide-ranging abilities
automated reasoning, and decision support simultaneously across domains. Other capabilities are considered desirable in intelligent systems, as they may
Artificial general intelligence
Artificial_general_intelligence
Machine learning technique
Framework for Parallel Distributed Processing" (PDF). In Rumelhart, David E.; Hinton, G. E.; PDP Research Group (eds.). Parallel Distributed Processing, Volume
Attention_(machine_learning)
Database using graph structures for queries
There is a wide variety of systems used, many of which are tightly tied to one product. Early standardization efforts led to multi-vendor query languages
Graph_database
Model of concurrent computation
finding application in multi-agent systems for these same reasons [Hewitt 2006b 2007b]. The key difference is that agent systems (in most definitions)
Actor_model
Academic field
number of edges E {\displaystyle E} which (for connected graphs with no multi-edges) can range from N − 1 {\displaystyle N-1} (a tree) to E max {\displaystyle
Network_science
Computing Autonomous Agents and Multi-Agent Systems Journal of the Brazilian Computer Society Cluster Computing Code Words Cognitive Systems Research Combinatorica
List of computer science journals
List_of_computer_science_journals
British computer scientist
describe distributed co-operation between computers in networks. This prompted later work, which became Promise Theory, proposed at the Distributed Systems, Operations
Mark Burgess (computer scientist)
Mark_Burgess_(computer_scientist)
Video game genre
A multi-user dungeon (MUD, /mʌd/), also known as a multi-user dimension or multi-user domain, is a multiplayer real-time virtual world, usually text-based
Multi-user_dungeon
Process of generating creative ideas
(2013) who proposed an application of divergent exploration in a multi agent system. Philosophy portal Psychology portal Lateral thinking – Manner of
Divergent_thinking
Overview of and topical guide to automation
control systems used in industrial production, including supervisory control and data acquisition (SCADA) systems, distributed control systems (DCS), and
Outline_of_automation
System that supports business decisions
An information system (IS) is a formal, sociotechnical, and organizational system designed to collect, process, store, and distribute information. From
Information_system
Software that systematically browses the World Wide Web
Kaufmann Menczer, F. and Belew, R.K. (1998). Adaptive Information Agents in Distributed Textual Environments Archived 21 December 2012 at the Wayback Machine
Web_crawler
List of concepts in artificial intelligence
the development of distributed solutions for problems. DAI is closely related to and a predecessor of the field of multi-agent systems. double descent A
Glossary of artificial intelligence
Glossary_of_artificial_intelligence
Logic of knowledge and information change
common and distributed knowledge. In a multi-agent setting there are three important epistemic concepts: general knowledge, distributed knowledge and
Dynamic_epistemic_logic
Chatbot developed by Google
high-throughput variants ("Flash") to high-compute models designed for complex reasoning ("Pro" and "Ultra"). The 1.5 and 3 model generations introduced extended
Google_Gemini
American domestic terrorist (1942–2023)
has adopted Kaczynski's anti-tech philosophy because they believe his reasoning is sound and his "observations about technology and the environment have
Ted_Kaczynski
Overview of and topical guide to machine learning
subspace method Ranking SVM RapidMiner Rattle GUI Raymond Cattell Reasoning system Regularization perspectives on support vector machines Relational data
Outline_of_machine_learning
Programming language that uses first order logic
Scientific Community Metaphor. AgentSpeak is a variant of Prolog for programming agent behavior in multi-agent systems. Erlang began life with a Prolog-based
Prolog
Portuguese-American computer scientist
constraint reasoning, mathematical optimization, and randomization techniques for exact search methods, algorithm selection, multi-agent systems, and game
Carla_Gomes
Logic puzzle
Induction puzzles are logic puzzles, which are examples of multi-agent reasoning, where the solution evolves along with the principle of induction. A
Induction_puzzles
American computer scientist; Planner programming language designer (1944–2022)
include contributions in the areas of open information systems, organizational and multi-agent systems, logic programming, concurrent programming, paraconsistent
Carl_Hewitt
AI whose outputs can be understood by humans
of intellectual oversight over AI algorithms. The main focus is on the reasoning behind the decisions or predictions made by the AI algorithms, to make
Explainable artificial intelligence
Explainable_artificial_intelligence
between software entities and devices. It combines the ideas of distributed, networked systems and semantic web. The ultimate goal is to enable smart environments
Smart-M3
Computer system simulating intelligence
processing, manufacturing systems, system modeling and control, fault detection, or cybersecurity. Still looking for a way of "reasoning" close to the humans'
Computational_intelligence
Computing concept
contrast to the symbolic approach, distributed systems of action selection actually have no one "box" in the agent that decides the next action. At least
Action_selection
H. Ghosh and S. Chaudhury. Distributed and Reactive Query Planning in R-MAGIC: An Agent-based Multimedia Retrieval System. IEEE Trans KDE, 16(9), Sep
Multimedia Web Ontology Language
Multimedia_Web_Ontology_Language
Engineering applied to artificial intelligence
recognition (NER) and Part of speech (POS) tagging. Developing systems capable of reasoning and decision-making is a significant aspect of AI engineering
Artificial intelligence engineering
Artificial_intelligence_engineering
AI standards for robustness and data privacy
Trustworthy AI refers to artificial intelligence systems that are designed to have transparent reasoning, are explainable (XAI), accountable, robust, fair
Trustworthy_AI
Model of cognition's operation
a “total system”, an “agent system”, and a mechanism to relate these two systems. The total system is a dynamical system that models an agent in an environment
Cognitive_model
Motor (disambiguation) Motor control Movax MRI Robot Multi-Agent Programming Contest Multi-agent system Multiple discriminant analysis Musa (robot) Music
Index_of_robotics_articles
Designing to suit cognitive abilities
as perception, memory, reasoning, and motor response, as they affect interactions among humans and other elements of a system. Cognitive ergonomics examines
Cognitive_ergonomics
Statement that players know and also know that other players know (ad infinitum)
2307/2171725. ISSN 0012-9682. Wooldridge, Michael (2000-07-31). Reasoning about Rational Agents. The MIT Press. ISBN 978-0-262-25723-7. van der Hoek, Wiebe;
Common_knowledge_(logic)
Artificial intelligence project
reorganized in 2007, and published as ConceptNet 3. The Software Agents group currently distributes a database and API for the new version 4.0. In 2010, OMCS
Open_Mind_Common_Sense
Computer programming language
related to Lisp and only later to enable what Papert called "body-syntonic reasoning", where students could understand, predict, and reason about the turtle's
Logo_(programming_language)
Subfield of computer science and mathematics
memory and in secondary memory. Distributed computing studies distributed systems. A distributed system is a software system in which components located on
Theoretical_computer_science
Mathematical models of strategic interactions
artificial intelligence, particularly AI planning (with uncertainty) and multi-agent system. Although these fields may have different motivators, the mathematics
Game_theory
Process supporting machine learning
diversified, driven particularly by recent agentic AI models. Crowdsourcing, in which large numbers of distributed workers completed small labelling tasks
Data_annotation
Artificial intelligence model paradigm
Ren, Weiming (20 December 2023), MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI, arXiv:2311.16502 "Papers
Foundation_model
Attribution of human traits to AI
understanding, reasoning, thinking, hallucinating and planning are frequently used in AI research to describe capabilities of AI systems, without necessarily
AI_anthropomorphism
US artificial intelligence company
of agents' behavior, reasoning and collaboration in the OpenAI / Hugging Face hacking incident". METR Blog. August 26, 2026. "Rogue OpenAI agent 'infiltrated'
OpenAI
Large language model by Meta AI (2023–2026)
sampling was used, followed by PPO. Multi-turn consistency in dialogs was targeted for improvement, to make sure that "system messages" (initial instructions
Llama_(language_model)
Global computing organization
WG 12.1 Knowledge Representation and Reasoning WG 12.2 Machine Learning and Data Mining WG 12.3 Intelligent Agents WG 12.4 Semantic Web WG 12.5 Artificial
International Federation for Information Processing
International_Federation_for_Information_Processing
parallel distributed processing: Neural and genetic agents: Neuro-genetic agents and a structural theory of self-reinforcement learning systems" CMPSCI
Timeline of artificial intelligence
Timeline_of_artificial_intelligence
is a glossary of logic. Logic is the study of the principles of valid reasoning and argumentation. Contents: A B C D E F G H I J K L M N O P Q R S T
Glossary_of_logic
Subset of artificial intelligence
operations research, information theory, simulation-based optimisation, multi-agent systems, swarm intelligence, statistics and genetic algorithms. In reinforcement
Machine_learning
Technology still to be fully developed
the field as "the study and design of intelligent agents," where an intelligent agent is a system that perceives its environment and takes actions that
Emerging_technologies
Use of various control systems for operating equipment
Postcapitalism and a World Without Work Machine to machine Mobile manipulator Multi-agent system Post-work society Process control Productivity improving technologies
Automation
Military activities designed to affect behaviors
think." Exponents of cognitive warfare aim to influence human thought, reasoning, sense-making, decision-making, and behavior, through the manipulation
Cognitive_warfare
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DISTRIBUTED MULTI-AGENT-REASONING-SYSTEM
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DISTRIBUTED MULTI-AGENT-REASONING-SYSTEM
DISTRIBUTED MULTI-AGENT-REASONING-SYSTEM
DISTRIBUTED MULTI-AGENT-REASONING-SYSTEM
DISTRIBUTED MULTI-AGENT-REASONING-SYSTEM
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DISTRIBUTED MULTI-AGENT-REASONING-SYSTEM
DISTRIBUTED MULTI-AGENT-REASONING-SYSTEM
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