Complete-sibling long-horizon outcome labels fix the learned leaf's within-root discrimination (P-SOL)
A leaf-cost student (the existing 572k-parameter finding-08 NNUE, architecture unchanged) trained on ALL legal siblings per root, with labels that are long-horizon outcome distributions (per-rise hazard vector plus censored restricted-mean lifetime, Kaplan-Meier over K CRN-paired continuations under a fixed cheap public continuation policy) and a within-root pairwise ranking loss on the deployed scalar (KM expected lifetime), achieves within-root discrimination that played-action outcome training cannot provide (coverage) and exact-search-value distillation cannot provide (objective): offline, top-1 agreement with exact D4's argmax >= 0.55 and >= the played-action incumbent + 0.03; deployed as the existing blended leaf, it improves the paired 256-game d4s7 mean with a positive one-sided 95% lower bound without giving back the incumbent's d4s5 gain.
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Technical recordThe registered claim, mechanism and falsification criteria
- Claim
- A leaf-cost student (the existing 572k-parameter finding-08 NNUE, architecture unchanged) trained on ALL legal siblings per root, with labels that are long-horizon outcome distributions (per-rise hazard vector plus censored restricted-mean lifetime, Kaplan-Meier over K CRN-paired continuations under a fixed cheap public continuation policy) and a within-root pairwise ranking loss on the deployed scalar (KM expected lifetime), achieves within-root discrimination that played-action outcome training cannot provide (coverage) and exact-search-value distillation cannot provide (objective): offline, top-1 agreement with exact D4's argmax >= 0.55 and >= the played-action incumbent + 0.03; deployed as the existing blended leaf, it improves the paired 256-game d4s7 mean with a positive one-sided 95% lower bound without giving back the incumbent's d4s5 gain.
- Mechanism
- Design: Kimi K3, runs/RUN-20260823T191900Z-b9f8f80d/kimi-k3-main-design.md (P-SOL-v1), grounded in tonight's three results. M1 coverage: one row per played move gives no within-root gradient; complete panels supply 21 ordered pairs per root. M2 objective: exact D4 values encode search depth a 1.33us leaf cannot represent (RS-20260823T194142Z-946e3cd1: top-1 0.296/0.301 at 572k, 0.375 at 3.4M, vs exact D1 0.486); outcome distributions under a fixed cheap continuation are properties of the afterstate and leaf-representable. M3 label economics: under within-root CRN pairing, sibling outcome differences are driven by afterstate structure, so a cheap continuation engine (D1/D2) can preserve the ranking of D3 N7M6 (the C0-validated strong cheap policy, RS-20260823T194200Z-42b113db) - measured by the G0 fidelity ladder before any corpus spend, never assumed. Single-factor discipline: model, features, head weights and deploy path held identical to finding-08; only sibling-complete data, the K-sample CRN estimator and the ranking term change.
- Falsification criteria
- F1: no cheap continuation engine achieves within-root label Kendall-tau vs D3 N7M6 with 95% LB >= 0.85 on the G0 ladder (label-fidelity failure; stop at ~14 CPU-h).
- F2: offline gate G1 fails (student top-1 vs exact-D4 argmax < 0.52, or < incumbent LeafNet + 0.01) while the G2 decomposition shows target quality adequate (label-argmax top-1 vs D4 >= 0.60): sibling-complete data did not fix discrimination.
- F3: G2 shows label-argmax top-1 vs D4 < 0.60: the outcome-label family itself does not track decision quality; falsifies the label mechanism regardless of fit.
- F4: gameplay co-primary fails: paired 256-game d4s7 lower bound <= 0 (successor screen experiment).
- A negative rejects only the tested configuration {continuation in D1/D2, H=48, K=16, 572k student, ranking+regression mix}; D3-continuation labels at corpus scale remain open via the scale-out path.
- Status 2026-08-23: F1 is triggered in its v2 form - no affordable continuation engine could be certified (the fast M=1 proxy failed the D3 N7M6 guardrail: mean tau 0.370, top-1 4/6) - so the core claims M1/M2 remain untested rather than refuted; the theory is blocked pending the fast-engine M=6 port (E-FAST-M6) or a scale-out lease for native-M6 labels.
- Information class
- public-policy
- Lifecycle
- proposed
- Assessment
- untested
- Evidence tier
- proposal
- Dependencies
- Evidence references
runs/RUN-20260823T191900Z-b9f8f80d/kimi-k3-main-design.mdresearch/results/RS-20260823T194142Z-946e3cd1.jsonresearch/results/RS-20260823T194200Z-42b113db.jsondocs/exploratory/finding-08-learned-leaf.mdresearch/results/RS-20260823T225753Z-0fbd48c3.json
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