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AI assists formalization of cooperation and competition in strategic planning

This paper presents an AI-assisted mathematical addendum to a 2018 thesis on strategic trip planning, focusing on cooperation and competition. The authors reconstruct relationships between strategic choices, cooperative stability, and participant approval, verifying implications under specific conditions. They introduce a formalization implemented in Lean that guarantees termination with participant approval and joint-cost non-worsening, supported by bargaining geometry and regret-based efficiency. AI

IMPACT Illustrates how AI can enhance the rigor and reproducibility of mathematical and computational research.

RANK_REASON The cluster contains an academic paper detailing formalizations and computational results. [lever_c_demoted from research: ic=1 ai=1.0]

Read on arXiv cs.AI →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

AI assists formalization of cooperation and competition in strategic planning

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The cluster contains an academic paper detailing formalizations and computational results. [lever_c_demoted from research: ic=1 ai=1.0]
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COVERAGE [1]

  1. arXiv cs.AI TIER_1 English(EN) · Haitham Masaud Amar ·

    Formalizing Cooperation and Competition: An AI-Assisted Mathematical Addendum to a 2018 Planning Thesis

    arXiv:2610.29637v1 Announce Type: cross Abstract: We present an AI-assisted mathematical addendum to Strategic Trip Planning: Striking a Balance Between Competition and Cooperation (Amar, 2018). We reconstruct selected relationships between strategic choice, cooperative stability…