Multi-Agent Coordination on Pistonball (Varying Agent Counts)
37.2Coordination ScoreLangMARL
Evaluation results
| Method | Links | |
|---|---|---|
| LangMARLCategory=Ours2026.04 | 37.2 | |
| TextGradCategory=Self-Evolving2026.04 | 33.5 | |
| ReflexionCategory=Self-Evolving2026.04 | 23.7 | |
| SymbolicCategory=Self-Evolving2026.04 | 21.1 | |
| DSPyCategory=Self-Evolving2026.04 | 20 | |
| AgentsCategory=Static-Prompting2026.04 | 11.6 | |
| AutoPECategory=Self-Evolving2026.04 | 5.8 | |
| CoTCategory=Static-Prompting2026.04 | -0.9 |