In the agent taxonomy, a cooperative multi-agent system is characterized by agents that

Question

BlackTom AI · Accepted Answer

Cooperative multi-agent systems are defined by agents working toward shared goals because cooperation implies collaboration and alignment of objectives among agents.

1. Relevant knowledge points and concepts
- Agent taxonomy categorizes systems by how agents interact: cooperative (collaborative), competitive (adversarial), independent/ignore-one-another (non-interacting), and centralized control (single controller directing agents).
- In cooperative MAS, agents share a common objective or team reward, coordinate actions, communicate information, and plan joint strategies to maximize the collective outcome.

2. Complete reasoning process step by step
- Step 1: Interpret the term “cooperative” in the taxonomy: cooperation means agents help each other achieve a common outcome rather than acting solely for individual benefit.
- Step 2: Map that interpretation to the answer options. “Work toward shared goals” directly expresses cooperation.
- Step 3: Eliminate options that contradict the cooperative definition: ignoring one another, competing for resources, or being centrally controlled do not capture independent collaborative agents pursuing a shared objective.
- Step 4: Conclude that the option explicitly stating shared goals is the correct characterization.

3. Calculations
- No numerical calculations are needed; this is a conceptual classification problem.

4. Why the correct answer is correct
- “Work toward shared goals” encapsulates key features of cooperative MAS: joint objectives, shared reward functions, coordinated planning and communication. Cooperative agents align policies to maximize team performance rather than individual utility, which exactly matches the phrase.

5. Why the other options are incorrect
- “Ignore one another”: describes independent or non-interacting agents, not cooperative ones.  
- “Compete for resources”: describes competitive or adversarial multi-agent systems where agents have conflicting objectives.  
- “Operate under a single central controller”: describes centralized control or hierarchical systems; multi-agent cooperation implies decentralized agents coordinating toward a common objective, not necessarily being commanded by a single controller.

6. Conclusion
The correct choice is “Work toward shared goals,” which matches the provided answer.

In the agent taxonomy, a cooperative multi-agent system is characterized by agents that单项选择题

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