paper_type.json (258B)
1 { 2 "paper_type": "empirical", 3 "reason": "Proposes two multi-agent actor-critic methods (CoLLM-CC and CoLLM-DC) and validates them experimentally across benchmarks (Minecraft, coding, writing) with quantitative performance comparisons against baselines." 4 }