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cs.AI2026
Soft Tournament Equilibrium
Saad Alqithami
The evaluation of general-purpose artificial agents, particularly those based on LLMs, presents a significant challenge due to the non-transitive nature of their interactions. When…
cs.AI2026
The Observer-Situation Lattice: A Unified Formal Basis for Perspective-Aware Cognition
Saad Alqithami
Autonomous agents operating in complex, multi-agent environments must reason about what is true from multiple perspectives. Existing approaches often struggle to integrate the reas…