Thuật ngữ AI
Từ điển đầy đủ về Trí tuệ nhân tạo
Combinatorial Auction Resource Allocation
Mechanism where agents submit bids for sets (combinations) of resources, enabling optimal allocation that accounts for synergies and substitutability between goods.
Zero-Sum Multi-Agent Negotiation
Distribution process where one agent's gain directly corresponds to another's loss, modeling scenarios of pure competition for limited resources.
Centralized vs. Decentralized Allocation
Fundamental distinction between systems where a single authority distributes resources (centralized) and those where agents negotiate and agree directly among themselves (decentralized).
Multi-Agent Task Routing
Dynamic assignment strategy that allocates tasks (considered as resources) to the most capable agents for execution, based on their capabilities, workload, and location.
Trust-Based Resource Sharing
Approach where allocation decisions are influenced by interaction history and agent reputation, helping mitigate risks of opportunistic or non-cooperative behavior.
Coalition Formation for Allocation
Process by which agents unite into coalitions to acquire and collectively manage resources they could not obtain or exploit alone, thereby maximizing group utility.
Multi-Agent Scheduling under Constraints
Optimization problem consisting of sequencing agent access to shared resources (e.g., machines, bandwidth) while respecting temporal, priority, and dependency constraints.
Double Market for Resource Allocation
Continuous market mechanism where agents can simultaneously submit buy and sell orders for resources, enabling price discovery and real-time allocation.
Argumentative Negotiation for Resource Allocation
Advanced negotiation technology where agents exchange not only offers but also arguments (justifications, threats, promises) to influence allocation decisions.
Nash Equilibrium in Resource Allocation
Stable state of a multi-agent system where no agent can improve its situation by unilaterally changing its resource acquisition strategy, while other agents keep their strategy.
Merit-Based Resource Allocation
Distribution strategy where resources are allocated to agents based on their past contribution, performance, or measurable utility to the overall system.
Contention Management for Shared Resources
Set of protocols and algorithms (e.g., locks, semaphores, tokens) used to resolve conflicts when multiple agents attempt to simultaneously access a critical non-shareable resource.
Periodic Resource Allocation (Round-Robin)
Fair scheduling algorithm that allocates resources to agents in turn, following a cyclic sequence, to ensure that each agent receives a share of access time.
Mediation and Arbitration in Resource Conflicts
Intervention of a third party (mediator or arbitrator agent) to resolve allocation disputes, either by facilitating an agreement (mediation) or by imposing a binding solution (arbitration).
Global Utility Optimization for Resource Allocation
Centralized approach aiming to maximize the sum of utilities of all agents, often at the expense of individual fairness, to achieve a Pareto optimum for the system.
Resource Budget and Allocation Policies
Mechanism where each agent is assigned a quota or resource budget for a given period, which they can use or exchange according to predefined policies.
Adaptive and Self-Organizing Resource Allocation
Decentralized system where allocation rules evolve dynamically based on environmental changes and agent behavior, without central control.