From fc42f93cee71210532983a3962f1cd227f96e5f3 Mon Sep 17 00:00:00 2001 From: YurenHao0426 Date: Thu, 6 Aug 2026 15:56:27 -0500 Subject: results: reproduce physical structured-bias scaling --- results/figs/physical_bias_p0.png | Bin 0 -> 264202 bytes results/figs/physical_bias_p0_caption.md | 13 + results/physical_bias/p0_summary.json | 1485 ++++++++++++++++++++++++++++++ 3 files changed, 1498 insertions(+) create mode 100644 results/figs/physical_bias_p0.png create mode 100644 results/figs/physical_bias_p0_caption.md create mode 100644 results/physical_bias/p0_summary.json (limited to 'results') diff --git a/results/figs/physical_bias_p0.png b/results/figs/physical_bias_p0.png new file mode 100644 index 0000000..0d5dbb3 Binary files /dev/null and b/results/figs/physical_bias_p0.png differ diff --git a/results/figs/physical_bias_p0_caption.md b/results/figs/physical_bias_p0_caption.md new file mode 100644 index 0000000..0e8fe9a --- /dev/null +++ b/results/figs/physical_bias_p0_caption.md @@ -0,0 +1,13 @@ +**Published physical structured-bias reproduction.** All panels are regenerated +from the raw small-network files released by Dillavou et al. in Zenodo record +`15692914` (release `v1.0.1`). **A,** Combined learning error approaches a +nonzero low-period plateau in three physical experiments. Fits to the lowest +six periods have log--log slopes `0.062`, `0.288`, and `-0.024`. **B,** Squared +cycle span grows approximately quadratically with switching period over the +same points (slopes `1.837`, `1.736`, and `1.947`; dashed lines show quadratic +references). **C,** The resulting span-per-period proxy remains finite at +short periods, as expected for deterministic drift that is not removed by +faster alternation. **D,** Released gate-voltage trajectories from physical +experiment 1 show the measured bias-driven cycles. This is a descriptive +reanalysis of published hardware data, not evidence that SDIL corrects the +bias. diff --git a/results/physical_bias/p0_summary.json b/results/physical_bias/p0_summary.json new file mode 100644 index 0000000..28dc20c --- /dev/null +++ b/results/physical_bias/p0_summary.json @@ -0,0 +1,1485 @@ +{ + "analysis": "published_physical_bias_descriptive_reproduction", + "confirmatory": false, + "provenance": { + "zenodo_record": "15692914", + "doi": "10.5281/zenodo.15692914", + "release": "v1.0.1", + "source_tree": "maguzj-imperfect-learning-physical-systems-71b8d72" + }, + "fit_definition": { + "points": 6, + "selection": "lowest task-switching periods in each published table", + "regression": "ordinary least squares on log(period), log(metric)" + }, + "experiments": { + "1": { + "period": [ + 0.0006, + 0.0008, + 0.0012, + 0.002, + 0.0032, + 0.005, + 0.008, + 0.0126, + 0.02, + 0.0316, + 0.0502, + 0.0796, + 0.1262, + 0.2, + 0.317, + 0.5024, + 0.7962, + 1.262, + 2.0 + ], 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