Distributed Semantic Alignment over Interference Channels: A Game-Theoretic Approach

This paper proposes a distributed non-cooperative game-theoretic framework for jointly optimizing linear MIMO transceivers to resolve semantic mismatches and mitigate multi-user interference in goal-oriented communication systems, deriving a closed-form Nash Equilibrium that balances information compression, interference management, and task performance.

Giuseppe Di Poce, Mattia Merluzzi, Emilio Calvanese Strinati, Paolo Di LorenzoMon, 09 Ma🔢 math

The Coordination Gap: Alternation Metrics for Temporal Dynamics in Multi-Agent Battle of the Exes

This paper introduces temporally sensitive Alternation (ALT) metrics to reveal that conventional outcome-based evaluations can severely mischaracterize multi-agent coordination, as demonstrated by Q-learning agents in a Battle of the Exes variant that achieve high traditional fairness scores but perform significantly worse than random baselines in actual turn-taking dynamics.

Nikolaos Al. Papadopoulos, Konstantinos PsannisMon, 09 Ma🤖 cs.LG

Deep Learning Meets Mechanism Design: Key Results and Some Novel Applications

This paper reviews the technical details and key results of using deep learning to design mechanisms that approximately satisfy conflicting properties like incentive compatibility and welfare maximization, demonstrating the approach's effectiveness through case studies in vehicular energy management, mobile network resource allocation, and agricultural procurement auctions.

V. Udaya Sankar, Vishisht Srihari Rao, Mayank Ratan Bhardwaj + 1 more2026-03-06💻 cs

Index and Robustness of Mixed Equilibria: An Algebraic Approach

This paper introduces an algebraic method, based on Eisenbud et al. (1977), for computing the index of completely mixed equilibria in finite games to demonstrate that any integer can be such an index, while showing that for monogenic equilibria the index is restricted to {1,0,1}\{-1, 0, 1\} with non-zero values equivalent to payoff-robustness, and further extends these findings to extensive-form and boundary equilibria.

Lucas Pahl2026-03-05🔢 math