research
Noisy Teammates Learned in Local Groups
SIGMA clusters cooperating agents before combining information across the full team.
Summary
SIGMA clusters cooperating agents before combining information across the full team.
The framework starts from the claim that independent observation noise acquires local structure through task dependencies. It uses density-based grouping and within-group consensus to smooth agent-specific deviations, then integrates groups with attention. StarCraft II experiments reported stronger robustness under noisy observations while remaining competitive without noise. The evidence is simulation-based and does not establish robustness in open physical teams.
Why it matters
SIGMA clusters cooperating agents before combining information across the full team.
Limits and context
- The evidence is simulation-based and does not establish robustness in open physical teams.
Key claims
SIGMA clusters cooperating agents before combining information across the full team.
Qualification: The evidence is simulation-based and does not establish robustness in open physical teams.
Evidence: source-2026-08-30-009
Sources
- arXiv preprint 2608.26683arXiv · primary research
Corrections
No corrections have been recorded for this story.