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A. Asadulaev

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#artificial intelligence Preprint Oct 2026

Breaking the Space Barrier and its Application to Language Model Inference

Language models are more and more often asked for structured output: JSON that follows a schema, or a tool call with typed arguments. A small machine, an automaton, enforces the format by forbidding the tokens that would break it. We observe that this machine has a rare property: from any of its states, each token lead...

A. Asadulaev · 0 citations
#artificial intelligence Preprint Oct 2026

Tropical Reinforcement Learning

Reinforcement learning for large language models typically maximizes expected return, adding up the probabilities of all successful trajectories. However, the classical sum formulation can only report how often the model policy succeeds, not which solution actually worked, and because probabilities sum to one, reinforc...

A. Asadulaev, Aladin Djuhera, Karim Salta et al. · 0 citations
#machine learning Preprint Sep 2026

Perturb-and-Solve: Efficient Learned-Operator Conditioning for Latent Diffusion Inverse Problems

PASEO (Perturb-And-Solve for Efficient Operator conditioning), a method that uses a small (1M parameters) learned network to degrade diffusion model predictions in latent space, achieves strong perceptual quality while running up to 9x faster and using up to 34% less peak memory than the tested baselines.

Abduragim Shtanchaev, A. Asadulaev, Luiza Labazanova et al. · 0 citations

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