Skip to content

About

A finite-sample audit of prefix-local Collatz descriptors, finite-future targets, reference coupling, and a partial prefix-side shadow of waiting-hall labels.

Topics

Resources

Stars

0 stars

Watchers

0 watching

Forks

Latest commit

 

History

33 Commits

Folders and files

NameName
Last commit message
Last commit date
 
 
 
 
 
 
 
 
 
 

Repository files navigation

Prefix-Side Descriptors and a Partial Prefix-Side Shadow of the Waiting-Hall Classification

This repository contains a descriptive finite-sample audit of prefix-local descriptors in odd-accelerated Collatz trajectories.

The analysis asks whether quantities computed only from the observed prefix n_0 ... n_t are associated with targets computed over a fixed finite-future window n_{t+1} ... n_{t+H}.

Among the three tested prefix-local descriptors, cumulative_log_drift was the strongest descriptor across all five finite-future targets. Reference- coupling checks were then used to test whether the observed association was merely produced by the descriptor and targets sharing the current reference value n_t.

A bridge-matched comparison with an existing retrospective waiting-hall classification found a limited result labelled partial_prefix_shadow: within the 532-event overlap subset, the drift_down group was lower in both cumulative_log_drift and future_net_log_change. The corresponding drawdown comparison remained unresolved.

This is a finite-sample descriptive audit. It is not a convergence predictor, a causal mechanism, a new invariant, or a proof concerning the Collatz conjecture.


1. Short summary

This report combines three light, reuse-oriented audits.

  1. Light prefix audit. Among three prefix-local descriptors (record_age, above_start_dwell, cumulative_log_drift), cumulative_log_drift was the strongest prefix-side descriptor across all five finite-future targets examined.
  2. Reference-coupling reuse audit. The association was tested against the possibility that it is merely an artifact of shared reference definitions (both the descriptor and the targets refer to the current value n_t). For future_net_log_change and future_max_log_drawdown, the association survived future-only redefinition, current-state matching, residualization, and a within-current-state permutation null, and was labelled persists_beyond_shared_reference.
  3. Waiting-hall bridge alignment audit. The prefix-side descriptor was then compared against a retrospective waiting-hall classification through a bridge key. Within the bridge-matched overlap with the light-audit sample, the result was partial_prefix_shadow.

Key conclusion. Within the bridge-matched overlap between the waiting-hall archive and the light prefix audit, the drift_down group shows a partial prefix-side shadow: it is lower in cumulative_log_drift and lower in future_net_log_change. This supports a limited connection between the retrospective waiting-hall classification and a prefix-side finite-future signal, but it does not extend cleanly to future_max_log_drawdown and should not be generalized to the full waiting-hall archive.

This is a descriptive finite-sample audit. It is not a proof, not a convergence predictor, not a causal mechanism, and not a new theory.


2. What was compared

Side Quantity Computed from
Prefix-local axis cumulative_log_drift, above_start_dwell, record_age only n_0 … n_t (no terminal information)
Finite-future targets future_net_log_change, future_max_log_drawdown, future_record_update, future_above_start_dwell, future_drop_below_start only the window n_{t+1} … n_{t+H}
Retrospective classification waiting-hall labels (trajectory_behavior_class, near_behavior, waiting_class, position_label) pre-existing waiting-hall archive; not relabelled here

Horizons are fixed at H = 4, 8, 12, 16, 20, 24, 28, 32, 40, 48, 64, 80, 96, 128 (14 values). Terminal quantities (remaining_K, steps-to-1, total trajectory length, terminal suffix) are never used on the descriptor side. Feature-side leakage flag count: 0.

The comparison asks a narrow question: does a classification defined after the fact leave any trace on the entrance side, i.e. in quantities computable from the prefix alone?


3. Inputs and overlap

Component Source Count
Light prefix audit seeds 1–10, discovery 5,000 / validation 5,000, 50 bootstrap replicates 5 targets × 3 descriptors × 14 H
Reference-coupling reuse audit seed 1, same discovery/validation sample; no new sampling result diff vs. existing seed-1 trends: 28/28 match
Bridge file rows exit_neighborhood_per_trajectory.csv 104,272 rows
Bridge ↔ waiting-hall matched event keys key = sample_id + trajectory_id + event_index 74,116
Bridge-validated keys inside the light-audit seed/split sample overlap subset 532 event keys
H-expanded comparison rows 532 keys × horizons 3,382 rows

Bridge matching confirmed the waiting-hall table linkage (74,116 event keys). The actual prefix-side comparison, however, is restricted to the 532-key overlap with the existing light-audit sample, expanded to 3,382 rows. All alignment statements below are statements about that overlap subset only.

No new sampling was performed at any stage; the same seed, split, sample and H list were reused throughout.


4. Main findings

4.1 Light prefix audit — best prefix-side descriptor per target

cumulative_log_drift was the best-ranked prefix-local descriptor for every target examined.

Finite-future target Best descriptor Stable H count Median validation R²
future_above_start_dwell cumulative_log_drift 14 / 14 0.396
future_record_update cumulative_log_drift 14 / 14 0.369
future_max_log_drawdown cumulative_log_drift 14 / 14 0.205
future_net_log_change cumulative_log_drift 14 / 14 0.162
future_drop_below_start cumulative_log_drift 11 / 14 0.045

Sign direction is consistent: higher cumulative_log_drift goes with lower future_net_log_change (negative share 0.99) and larger future_max_log_drawdown (positive share 0.99). future_drop_below_start is weak and is deferred.

4.2 Reference-coupling reuse audit — is it just the shared n_t?

Descriptor × target family Future-only attenuation (H = 14) Persists after current-state matching Non-near-zero residual H Outside permutation null Final label
cumulative_log_drift × net_log_change little 14 / partial 0 / lost 0 8 / 14 13 / 14 10 / 14 persists_beyond_shared_reference
cumulative_log_drift × max_log_drawdown little 13 / partial 1 / lost 0 8 / 14 13 / 14 11 / 14 persists_beyond_shared_reference
above_start_dwell × net / drawdown — 1 / 0 12 / 13 9 / 9 unresolved
record_age × net / drawdown — 0 / 0 13 / 13 12 / 11 unresolved

Redefining the targets so they depend only on the interior of the future window (future_internal_net_log_change, future_internal_max_log_drawdown) left the cumulative_log_drift trends essentially intact (absolute trend ratio ≈ 1 at almost every H). The shared reference point is therefore not a sufficient explanation on its own. record_age and above_start_dwell stay unresolved in this family.

4.3 Waiting-hall bridge alignment — partial_prefix_shadow

Group means over the 3,382-row overlap subset, by the retrospective trajectory_behavior_class label:

Waiting-hall group Unique events Rows (H-expanded) Mean cumulative_log_drift Mean future_net_log_change Mean future_max_log_drawdown
drift_down 490 3,029 −2.72 −3.17 4.37
mid_band_wait_then_drop 30 268 −2.59 −1.32 4.02
no_exit_layer_observed 10 63 0.02 −5.64 6.55
direct_to_exit 2 22 0.29 −1.30 2.75

Contrast of drift_down against all other groups:

Quantity drift_down − other Direction agreement
cumulative_log_drift −1.963 reference axis (lower)
future_net_log_change −0.416 same direction
future_max_log_drawdown −0.071 not consistently aligned → unresolved

Verdict: partial_prefix_shadow (fold-wise stable rows for drift_down: 15). The drift_down group sits lower on the prefix-local axis and lower in finite-future net log change. The drawdown target does not follow the same direction consistently, so the verdict is not terminal_consistent_prefix_signal.


5. Interpretation

The safest reading, in order of confidence:

  • cumulative_log_drift is a useful prefix-local axis — a ruler that touches no terminal information — and it is consistently associated with several finite-future targets in this sample.
  • That association is not fully explained by the shared reference value n_t, since it survives future-only redefinition, current-state matching, residualization, and a within-current-state permutation null for the net-change and drawdown families.
  • The waiting-hall classification is retrospective: it is built from what a trajectory eventually did. Finding that its drift_down subgroup is also low on the prefix-local axis, and low in future_net_log_change, indicates that this particular retrospective grouping is not purely hindsight — some component of it is visible from the entrance side.
  • The word for this is partial prefix-side shadow, not "explained". One group, two aligned quantities, one unresolved quantity, one small overlap subset.

6. Limitations

  • Small overlap. The alignment rests on 532 bridge-validated event keys (3,382 H-expanded rows). The drift_down group dominates the overlap; direct_to_exit has 2 unique events and no_exit_layer_observed has 10. Group contrasts involving those cells are effectively anecdotal.
  • Light audit, not standard audit. Seeds 1–10, 50 bootstrap replicates, representative residue/stride checks only. The reference-coupling stage is a single-seed (seed 1) reuse audit.
  • Sample scope. Odd original_n ≤ 1,000,000, odd-accelerated map, sampled subsets. Not all integers.
  • Definitional coupling remains a live concern. future_net_log_change and future_max_log_drawdown are referenced to n_t, which also appears inside cumulative_log_drift. The audit reduces this concern; it does not eliminate it.
  • Row-level regeneration. Public light CSVs are aggregate-only; row-level values were regenerated from the same seed/sample for bridge-validated keys. Recomputation matched the existing seed-1 trends 28/28, but this is a reuse pipeline, not an independent replication.
  • record_age and above_start_dwell remain unresolved in the coupling audit and should not be promoted to the main story.

7. What this does not claim

This work does not claim:

  • a proof, disproof, or partial proof of the Collatz conjecture;
  • a predictor of final convergence to 1 — no target here is a terminal outcome;
  • a causal mechanism, a "descent force", "mean reversion", or a "restoring law";
  • a new theory, a new invariant, or a newly discovered quantity — cumulative_log_drift is close to standard drift / log-height descriptors, and the only unusual element is its use as a prefix-local baseline axis for comparing fixed finite-future targets under shared splits;
  • that the prefix side can reproduce the waiting-hall classification;
  • that the partial_prefix_shadow finding extends to the full waiting-hall archive, to groups other than drift_down, or to future_max_log_drawdown.

Permitted vocabulary: prefix-side descriptor, prefix-local axis, finite-future target, finite-horizon trend, resampling stability, partial prefix-side shadow, unresolved.


8. File inventory

File Stage Contents
future_behavior_target_light_audit_README.md Light audit Setup: seeds, bootstrap count, descriptors, targets
light_target_summary.csv Light audit Best prefix-side descriptor and R² per finite-future target
light_observation_target_summary.csv Light audit Every descriptor × target pair, stable-H counts, sign shares
light_full_run_recommendations.csv Light audit Coarse priority ordering for a possible standard run
reference_coupling_reuse_audit_README.md Coupling audit Reuse setup; seed 1; 0 result-diff mismatches
coupling_attenuation_by_H.csv Coupling audit Original vs. future-only trend per H, attenuation labels
matched_current_state_summary.csv Coupling audit Within-current-state-cell trends after matching
reference_coupling_verdict.csv Coupling audit Final label per descriptor × target family
waiting_hall_bridge_prefix_alignment_README.md Bridge audit Bridge key, match counts, verdict
waiting_hall_bridge_join_manifest.csv Bridge audit Source files, join keys, matched / unmatched row counts
waiting_hall_bridge_group_alignment.csv Bridge audit Group means for every waiting-hall label column
waiting_hall_bridge_alignment_verdict.csv Bridge audit partial_prefix_shadow verdict and group contrasts
index.html Report Standalone HTML summary of this README

No standard-run, no new targets, no thickened bootstrap, and no change to the waiting-hall labels were performed in producing this report.

About

A finite-sample audit of prefix-local Collatz descriptors, finite-future targets, reference coupling, and a partial prefix-side shadow of waiting-hall labels.

Topics

Resources

Stars

0 stars

Watchers

0 watching

Forks

Releases

Packages

Contributors

Languages