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cs.AI2026
Soft Tournament Equilibrium: Differentiable Set-Valued Inference for Non-Transitive Pairwise Comparisons
Saad Alqithami
Soft Tournament Equilibrium (STE) is a differentiable layer for Top-Cycle (TC) and Uncovered-Set (UC) inference from reciprocal pair probabilities. Normalized log-sum-exp reachabil…
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…