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Author

Alireza Habibi

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#machine learning Preprint Sep 2026

Guiding Agents of Quantum Games to Equilibrium using Matrix Exponential Fixed-Point Iteration

This paper considers an extended Gutoski-Watrous game in which each player's quantum strategy is represented by a local density matrix, and derives tensor-contraction expressions for the payoff functions and their gradients, thereby avoiding the explicit construction of the full joint density matrix.

Alireza Habibi, L. F. Abanto Leon, Setareh Maghsudi · 0 citations
#artificial intelligence Open access Sep 2026

Riemannian Optimization for Multi-Player Quantum Games on Product Unitary Manifolds

The Unitary Strategy Matrix Exponential Algorithm (USMEA) is proposed, a geometry-aware sequential algorithm for the EEWL mixed-strategy setting, in which each player jointly learns a trainable set of local unitary actions and the associated classical mixing probabilities.

Alireza Habibi, Setareh Maghsudi · 0 citations

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