Adaptive Process-Supervised Tree Search Super-Elevated: The Rough-Torsional APSTS Framework (RT-APSTS)

The Adaptive Process-Supervised Tree Search (APSTS) effectively unifies Chain-of-Thought (CoT) and Tree/Graph-of-Thoughts (ToT/GoT) by dynamically controlling the search mechanism and process rewards. However, its reliance on scalar value estimations and heuristic branch control limits its theoretical robustness against error accumulation and hallucination. We super-elevate this framework into Rough-Torsional APSTS (RT-APSTS)byintegrating Universal Rough Operator Algebra (UROA) [3], Seonggil Theory of Complex Torsion (STCT) [1], and Generative Game Theory. This fundamentally transcends previous limits, replacing rigid heuristic thresholding with non-commutative probabilistic equilibria across topological search manifolds [2].

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-10-06
DOI
https://doi.org/10.5281/zenodo.23186511
Primary Topic
Artificial Intelligence Applications
Type
preprint
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preprint

Adaptive Process-Supervised Tree Search Super-Elevated: The Rough-Torsional APSTS Framework (RT-APSTS)

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

Adaptive Process-Supervised Tree Search Super-Elevated: The Rough-Torsional APSTS Framework (RT-APSTS)

Seonggil Lee
preprint en

Abstract

The Adaptive Process-Supervised Tree Search (APSTS) effectively unifies Chain-of-Thought (CoT) and Tree/Graph-of-Thoughts (ToT/GoT) by dynamically controlling the search mechanism and process rewards. However, its reliance on scalar value estimations and heuristic branch control limits its theoretical robustness against error accumulation and hallucination. We super-elevate this framework into Rough-Torsional APSTS (RT-APSTS)byintegrating Universal Rough Operator Algebra (UROA) [3], Seonggil Theory of Complex Torsion (STCT) [1], and Generative Game Theory. This fundamentally transcends previous limits, replacing rigid heuristic thresholding with non-commutative probabilistic equilibria across topological search manifolds [2].

Zenodo (CERN European Organization for Nuclear Research)
Artificial Intelligence Applications
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