Loneliness Mitigation on Agent-based Loneliness Simulation seeds (holdout)
0.607Mean LonelinessClosed-loop
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Closed-loopLLM Diagnosis=Yes, Adaptation=Yes, Control Type=Deterministic2026.03 | 0.607 | 0.02 | |
| Fixed PolicyLLM Diagnosis=No, Adaptation=No, Control Type=Static θ2026.03 | 0.674 | 0.012 | |
| LLM MappingLLM Diagnosis=Yes, Adaptation=No, Control Type=Fixed response2026.03 | 0.68 | 0.007 | |
| Black-box LLMLLM Diagnosis=Yes, Adaptation=Yes, Control Type=LLM decides θ2026.03 | 0.687 | 0.025 | |
| BaselineLLM Diagnosis=No, Adaptation=No, Control Type=None2026.03 | 0.717 | 0.018 |