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AI-woordenlijst

Het complete woordenboek van kunstmatige intelligentie

162
categorieën
2.032
subcategorieën
23.060
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Communication Learning

Process by which autonomous agents learn to develop and use communication protocols to improve their collective performance in multi-agent environments.

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Emergent Communication Protocol

Self-organized language or communication system that naturally evolves between agents without external pre-specification to solve collaborative tasks.

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Agent Language

Symbolic or continuous system developed by agents to encode and transmit information relevant to solving shared problems.

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Communicative Signal

Vector or message emitted by an agent with the aim of influencing the behavior of other agents through the transmission of relevant information.

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Communication Matrix

Mathematical structure representing the available communication channels between agents, defining who can communicate with whom and how.

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Cooperation through Communication

Paradigm where agents collaborate by actively exchanging information to coordinate their actions and optimize collective rewards.

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Multi-agent Communication Learning

Subfield of multi-agent RL focusing on the joint development of agents' action and communication policies.

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Emergent Semantics

Meaning that spontaneously develops in communication protocols between agents through experience and continuous interaction.

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Communication Channel

Means by which agents can transmit and receive information, which can be discrete, continuous, local, or global depending on the architecture.

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Communication Strategy

Deterministic or stochastic policy defining when, what, and how to communicate based on the agent's local state and collective objectives.

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Joint Learning

Simultaneous process of optimizing agents' action and communication policies to maximize overall cooperative performance.

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Game Theory of Communication

Theoretical framework analyzing strategic interactions between agents when communication alters game equilibria and incentives.

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Information Exchange Protocol

Set of rules structuring how agents share and process information relevant to their collaborative task.

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Communication Reinforcement Learning

Extension of RL where actions include communication decisions, with rewards accounting for communicative and collaborative effectiveness.

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Coordination through Communication

Mechanism by which agents synchronize their behaviors and avoid conflicts through continuous exchange of relevant information.

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Message Passing

Communication technique where agents transmit structured messages according to predefined or learned protocols to coordinate their actions.

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Collaborative Communicative Learning

Approach where agents jointly optimize their individual and collective learning capabilities through sophisticated communication mechanisms.

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Negotiation Protocol

Structured communication system allowing agents to debate, compromise, and reach agreements on resource allocations or action plans.

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Multi-Agent Communication System

Integrated architecture defining the mechanisms for transmitting, receiving, and interpreting messages between populations of autonomous agents.

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Distributed Communicative Learning

Paradigm where distributed agents optimize their local policies while maintaining effective communication to achieve global objectives.

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