Adaptive Value-Guided MCTS Super-Elevated: Rough-Torsional Operator Dynamics and Non-commutative Nash Equilibrium in Open-Ended Generation

While Adaptive Value-Guided Monte Carlo Tree Search (AV-MCTS) with Process Reward Models (PRMs) successfully curtails the infinite branching factor of LLM-based open-ended generation, it remains vulnerable to value estimation errors and scalar gradient decay. We elevate this framework into the Rough-Torsional Value-Guided MCTS (RT-V-MCTS)by fusing it with Universal Rough Operator Algebra (UROA) [3], Seonggil Theory of Complex Torsion (STCT) [1], and Generative Game Theory. This paper establishes classical MCTS [5] and standard ToT/GoT [6] as rigid sub-cases within a unified topological and torsional search manifold, mathematically grounded by rough operator algebras [2].

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-10-06
DOI
https://doi.org/10.5281/zenodo.23185944
Primary Topic
Artificial Intelligence in Games
Type
preprint
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preprint

Adaptive Value-Guided MCTS Super-Elevated: Rough-Torsional Operator Dynamics and Non-commutative Nash Equilibrium in Open-Ended Generation

Seonggil Lee
Zenodo (CERN European Organization for Nuclear Research)
Artificial Intelligence in Games
preprint

Adaptive Value-Guided MCTS Super-Elevated: Rough-Torsional Operator Dynamics and Non-commutative Nash Equilibrium in Open-Ended Generation

Seonggil Lee
preprint en

Abstract

While Adaptive Value-Guided Monte Carlo Tree Search (AV-MCTS) with Process Reward Models (PRMs) successfully curtails the infinite branching factor of LLM-based open-ended generation, it remains vulnerable to value estimation errors and scalar gradient decay. We elevate this framework into the Rough-Torsional Value-Guided MCTS (RT-V-MCTS)by fusing it with Universal Rough Operator Algebra (UROA) [3], Seonggil Theory of Complex Torsion (STCT) [1], and Generative Game Theory. This paper establishes classical MCTS [5] and standard ToT/GoT [6] as rigid sub-cases within a unified topological and torsional search manifold, mathematically grounded by rough operator algebras [2].

Zenodo (CERN European Organization for Nuclear Research)
Artificial Intelligence in Games
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