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Lowe and colleagues: multi-agent actor-critic for mixed cooperative-competitive environments

Contribution grade

Multi-agent systems · ALGORITHM

Reference score65,000Provisional editorial estimate of this exact contribution; its grade is assessed separately.

What changed

Presented a multi-agent actor-critic method using centralized critics during training and decentralized policies at execution, evaluated in cooperative, competitive and mixed environments.

Scientific scope

The record is the exact NIPS 2017 six-author paper. Single-agent DDPG, Contract Net, self-play, later value-decomposition methods and real-world multi-agent deployment claims remain separate.

Evidence

The linked sources identify this contribution and its scope. WRS has not independently reconstructed the scientific claims. The record is the exact NIPS 2017 six-author paper. Single-agent DDPG, Contract Net, self-play, later value-decomposition methods and real-world multi-agent deployment claims remain separate.

Contributors

Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.

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