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32 hoursTrack legacy operator-study row data; extend generated tableshaoyuren
Pulls the training-set-size series, snapshot-location sweep, stress grid, scalar-gain comparison, oracle diagnostic, and derivative-probe rows from the experiment machine, and adds three generated fragments (train size, snapshot location, stress grid) used by the appendix. Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
33 hoursAdd cluster bootstrap metrics, supplementary finite-time figure, teacher ↵haoyuren
nested SEs finite_time_supplement.py computes 95% cluster bootstrap intervals for the predictor metrics (resampling forward initializations within each cell) and renders the six-panel supplementary figure. The table generator gains the teacher-task nested-SE fragment, computed from the raw paired rows pulled from the experiment machine. Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
35 hoursAdd appendix table generator and generated LaTeX fragmentshaoyuren
generate_paper_tables.py reads the row-level CSVs and emits the four appendix tables (initialization calibration rows, finite-time cells, CNN calibration rows, learning-rate regimes) with the paper's nested uncertainty convention. The fragments are included by the manuscript via \input; no table value is transcribed manually. Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
36 hoursTrack learning-rate and parameter-matched row-level outputshaoyuren
Pulled from the original experiment machine. These are the authoritative source rows behind the Appendix H tables (regime_summary matches the paper values; the depth-3 compensated gap rounds to 0.16262). Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2 daysRedesign main figure panels and track figure-source CSVshaoyuren
Panel 1a: rename to Backward rules; DFA drawn as direct side-to-side arrows from the error to each hidden layer. Panel 1b: replace the dual y-axis with stacked guarantee/cost sub-axes. Figure 2: reader-facing panel titles; legend renames (linear extrapolation, relinearization). Track the regenerated figure-source CSVs (verified bit-exact against the frozen paper numbers) so figures can be rebuilt without rerunning experiments. Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>