From 8e7336b74a86f7af404f154416ed764f777dbb9c Mon Sep 17 00:00:00 2001 From: YurenHao0426 Date: Sat, 29 Aug 2026 19:19:11 -0500 Subject: figure: promote confirmed nonlinear hardware results --- README.md | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) (limited to 'README.md') diff --git a/README.md b/README.md index 4724cf2..6d4204d 100644 --- a/README.md +++ b/README.md @@ -48,7 +48,8 @@ task loss. Neutral measurements and their cost are counted. The completed transfer evidence is: Dual Propagation recovers from 9.40% to 82.92% validation accuracy against 82.86% clean; EP recovers from 31.38% to 74.52% against 76.26% clean; and the nonlinear 4-by-4 CLLN recovers from -25.86% mean classification error to 0%. The first fully confirmed digital +25.42% mean classification error to 0% on 120 untouched task/device pairs. +The first fully confirmed digital CLLN size contains 40 tasks and three device draws: at 32 edges, clean and SDIL have 0% error, raw imperfection has 34.69%, same-RMS noise has 0.73%, and static calibration has 6.15%. The remaining five sizes are running under the @@ -57,7 +58,7 @@ frozen protocol. Start with [`THREE_PART_EVIDENCE.md`](THREE_PART_EVIDENCE.md) for the evidence map and [`CLLN_SCALING.md`](CLLN_SCALING.md) for the frozen scaling protocol. The current hardware-realistic figure is -[`figure_physical_hardware_evidence.pdf`](results/figs/figure_physical_hardware_evidence.pdf). +[`figure_physical_hardware_evidence_confirmation.pdf`](results/figs/figure_physical_hardware_evidence_confirmation.pdf). The standard-ResNet stability branch additionally uses a fast paired neutral observation to project any *remaining* affine neutral residual off current -- cgit v1.2.3