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authorYurenHao0426 <Blackhao0426@gmail.com>2026-08-10 04:34:57 -0500
committerYurenHao0426 <Blackhao0426@gmail.com>2026-08-10 04:34:57 -0500
commitb99dcc466da5de1b634e92f8fd48664b1a1b4f20 (patch)
treedc4bd7639baf49bc907aff26abb9a985232e2350 /RAIN_EP_RELEASED_PROFILE.md
parentb505149998ab0e5f7c072af89464572a0839d2d7 (diff)
results: select four-probe least-squares SDIL
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@@ -183,3 +183,23 @@ four budgets lose to retaining the last measured intercept. This closes
cadence/probe-budget tuning for the current predictor; further work must change
the local identification rule and then re-enter through a new development
screen rather than scaling this implementation.
+
+## R6 local least-squares development screen
+
+R6 changed only the affine predictor's local identification rule from
+normalized LMS to online least squares. Each parameter stores its own running
+state/measurement statistics; it receives no label, clean update, generated
+bias coefficient, or nonlocal value. The matched upfront-probe experiment was
+then repeated on the same seed and split:
+
+| upfront probes | intercept tracker | least-squares SDIL | SDIL minus intercept |
+|---:|---:|---:|---:|
+| 2 | 43.75% | 44.65% | +0.90 points |
+| 4 | 41.30% | 45.35% | +4.05 points |
+| 8 | 44.90% | 46.10% | +1.20 points |
+| 16 | 45.45% | 45.90% | +0.45 points |
+
+Least-squares SDIL wins all four equal-budget comparisons. At four probes it
+recovers 45.35% versus 41.30% for the tracker and a 46.00% clean/oracle
+reference from R1. This is positive development evidence, not confirmation;
+the four-probe point is frozen for the next paired-seed check.