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authorYurenHao0426 <Blackhao0426@gmail.com>2026-08-10 04:30:32 -0500
committerYurenHao0426 <Blackhao0426@gmail.com>2026-08-10 04:30:32 -0500
commit29808ed4f8d550eb0ddcbc300b33f2dc596721e3 (patch)
tree5fe9d53b3422ea0db750bdbb6dd6263d3dfc6930 /RAIN_EP_RELEASED_PROFILE.md
parent1ee8c240fe5d00e9b7be0e9d15edd3186973c867 (diff)
results: close LMS upfront-calibration screen
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@@ -163,3 +163,23 @@ also compares against a costly tracker that receives a fresh exact local probe
every ten updates. The next experiment freezes equal small upfront probe
budgets and then removes further probes, testing whether state prediction
improves accuracy when repeated recalibration is unavailable.
+
+## R5 equal upfront probe budgets
+
+R5 gave the intercept tracker and affine SDIL exactly the same first
+2/4/8/16 neutral observations, then disabled all further probes. It used the
+10,000/2,000 centered-EP development split for one epoch. Holdout accuracy was:
+
+| upfront probes | intercept tracker | affine SDIL | SDIL minus intercept |
+|---:|---:|---:|---:|
+| 2 | 43.75% | 44.05% | +0.30 points |
+| 4 | 41.30% | 38.10% | -3.20 points |
+| 8 | 44.90% | 44.30% | -0.60 points |
+| 16 | 45.45% | 44.00% | -1.45 points |
+
+The present normalized-LMS affine predictor does not turn a small matched
+upfront calibration budget into a reliable downstream advantage. Three of
+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.