Multi-agent Cognitive Orchestration on Enterprise Scenario S1
0Violation RateB3 (Rules)
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| B3 (Rules)Description=Static rule/workflow engine2026.04 | 0 | 0.65 | 12.8 | 1 | 71.3 | |
| CAMCODescription=Constraint-aware multi-agent cognitive orchestration2026.04 | 0 | 0.68 | 1.2 | 2.1 | 96.8 | |
| B4 (Lag. MARL)Description=Lagrangian MARL2026.04 | 4.6 | 0.91 | 3.2 | 1 | 93.4 | |
| B2 (Greedy)Description=Centralized greedy optimizer2026.04 | 8.2 | 1.31 | 0 | 1 | 98.7 | |
| B1 (MARL)Description=Standard Multi-agent Reinforcement Learning2026.04 | 23.4 | 1.42 | 0 | 1 | 100 |