
Monotone Loss of Symbolic Freedom in the Collatz Dynamics via HKD Piano Lanesv | IJCT Volume 13 – Issue 1 | IJCT-V13I1P5

International Journal of Computer Techniques
ISSN 2394-2231
Volume 13, Issue 1 | Published: January – February 2026
Table of Contents
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Michael S. Yang
Abstract
We introduce a structural invariant for the Collatz map based on Hilbert–Krylov Decompo- sition (HKD) piano lanes and prove that this invariant undergoes a monotone loss of symbolic freedom under arithmetic refinement. The invariant is defined as the F2-rank of parity-block vectors associated to arithmetic progressions modulo m. We show that for all refinements m → 2m, the symbolic freedom of each refined lane is bounded above by that of its parent lane, and hence cannot increase. This monotonicity implies that symbolic degrees of freedom are finite and irreversibly exhausted along refinement chains. We supplement the theoretical result with explicit computational verification on the refinements Z6 → Z12 → Z24, and contrast the resulting contraction mechanism with existing logarithmic drift methods.
Keywords
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Conclusion
We have introduced a structural invariant for Collatz dynamics—symbolic freedom defined via parity-block rank on HKD piano lanes—and shown that this invariant undergoes a monotone, irreversible loss under arithmetic refinement. The proof is elementary, relying only on set inclusion and linear algebra, yet it yields a rigidity mechanism absent from previous approaches.
The central result is that for every refinement step m → 2m, the symbolic freedom of each refined lane is bounded above by that of its parent. Since symbolic freedom is finite, it must be
exhausted after finitely many refinements. Once exhausted, parity evolution becomes rigid and enforces uniform contraction over fixed-length blocks, ruling out infinite Collatz trajectories.
Computational verification on the refinements Z6 → Z12 → Z24 confirms the theoretical mono- tonicity with zero observed violations. A separate comparison demonstrates that HKD-based con-
traction strictly dominates logarithmic drift methods in both average and worst-case behavior, without parameter tuning.
The resulting picture is that Collatz dynamics are constrained not by typical behavior or prob- abilistic drift, but by a finite symbolic resource that is deterministically depleted. This perspective explains both the limitations of prior methods and the effectiveness of the HKD framework. Taken together, these results provide a deterministic obstruction to non-terminating Collatz trajectories.
References
[1]T. Tao, Almost all orbits of the Collatz map attain almost bounded values, Forum of Mathemat- ics, Pi 8 (2020), e12. Available at:
https://arxiv.org/abs/1909.03562
J. C. Lagarias, The 3x+1 problem: An annotated bibliography (1963–1999), in The Ultimate Challenge: The 3x+1 Problem, AMS, 2010. Available at: https://doi.org/10.1090/conm/452/08847
How to Cite This Paper
Michael S. Yang (2025). Monotone Loss of Symbolic Freedom in the Collatz Dynamics via HKD Piano Lanes. International Journal of Computer Techniques, 12(6). ISSN: 2394-2231.
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