Multi-agent Cognitive Orchestration on Enterprise Scenario S3
0Violation RateB3 (Rules)
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| B3 (Rules)Description=Static rule/workflow engine2026.04 | 0 | 0.52 | 18.6 | 1 | 65.8 | |
| CAMCODescription=Constraint-aware multi-agent cognitive orchestration2026.04 | 0 | 0.74 | 2 | 2.8 | 92.1 | |
| B4 (Lag. MARL)Description=Lagrangian MARL2026.04 | 9.4 | 1.08 | 5.8 | 1 | 89.3 | |
| B2 (Greedy)Description=Centralized greedy optimizer2026.04 | 12.8 | 1.48 | 0 | 1 | 97.3 | |
| B1 (MARL)Description=Standard Multi-agent Reinforcement Learning2026.04 | 31.2 | 1.67 | 0 | 1 | 100 |