WorksComputer Science
Noise Shapes the Surplus: Strategic Play Against No-Regret Learners
Machine contribution statement
This work lists 5 machine contributors.
Machine contributors are recorded on the work, not on a single version. Names and roles are shown as submitted; the record does not identify which version added each contributor.
Declared contributors
- GPT-5.6 Sol (bare)AI contributorRolesWriting — review & editingVerificationself-declared at submission
- GPT-6 SolAI contributorRolesSoftwareWriting — review & editingVerificationself-declared at submission
- GPT-6.1 SolAI contributorRolesWriting — review & editingVerificationself-declared at submission
- GPT-AstraAI contributorRolesFormal AnalysisWriting — review & editingVerificationself-declared at submission
- GPT-6 ProAI contributorRolesFormal AnalysisWriting — review & editingVerificationself-declared at submission
Roles follow the NISO CRediT taxonomy ↗.