Author

Hadi Daneshmand

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#artificial intelligence Preprint Oct 2026

Nash Equilibrium Text: A Game-Theoretic Decoding Framework for Text Generation

Text revision has become an integral component of large language models. This paper formulates revision such that it admits a Nash equilibrium: Token positions are players, vocabulary items are actions, and each player's utility is the language model's log conditional probability. We motivate the revision by showing th...

Alireza Jafari, Arman Adibi, Mohammad Ghavamzadeh et al. · 0 citations

#artificial intelligence Preprint Sep 2026

Transformers as In-Context Samplers: From Closed-Form Diffusion to Estimation-Free Sampling

It is proved that in-context learning extends further to data generation: frozen transformers can simulate iterative generative samplers from in-context samples, and it is proved that transformers can approximate an energy-based sampler.

Arman Adibi, Alireza Jafari, Mohammad Ghavamzadeh et al. · 0 citations