From e9f1342fc8e233a4841b7eb3c1363324e90ecda9 Mon Sep 17 00:00:00 2001 From: YurenHao0426 Date: Sat, 29 Aug 2026 18:43:05 -0500 Subject: figure: show SDIL transfer across digital learners --- results/figs/figure_digital_additive_transfer.svg | 964 ++++++++++++++++++++++ 1 file changed, 964 insertions(+) create mode 100644 results/figs/figure_digital_additive_transfer.svg (limited to 'results/figs/figure_digital_additive_transfer.svg') diff --git a/results/figs/figure_digital_additive_transfer.svg b/results/figs/figure_digital_additive_transfer.svg new file mode 100644 index 0000000..014aeb9 --- /dev/null +++ b/results/figs/figure_digital_additive_transfer.svg @@ -0,0 +1,964 @@ + + + + + + + + 2026-08-29T18:42:31.692423 + image/svg+xml + + + Matplotlib v3.10.8, https://matplotlib.org/ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Clean + + + + + + + + + + Raw + + + + + + + + + + SDIL + + + + + + + + + + Oracle + + + + + + + + + + + + + + + + + + 0 + + + + + + + + + + + + + 20 + + + + + + + + + + + + + 40 + + + + + + + + + + + + + 60 + + + + + + + + + + + + + 80 + + + + + + + + + + + + + 100 + + + + Task accuracy (%) + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + (a) Dual Propagation · CIFAR-10 + 100% of clean gap recovered + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Clean + + + + + + + + + + Same-RMS + noise + + + + + + + + + + Raw + + + + + + + + + + Static + calibration + + + + + + + + + + SDIL + + + + + + + + + + Oracle + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + (b) Equilibrium Propagation · FashionMNIST + 96% of clean gap recovered + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Clean + + + + + + + + + + Same-RMS + noise + + + + + + + + + + Raw + + + + + + + + + + Static + calibration + + + + + + + + + + SDIL + + + + + + + + + + + + + + + 0 + + + + + + + + + + + + + 20 + + + + + + + + + + + + + 40 + + + + + + + + + + + + + 60 + + + + + + + + + + + + + 80 + + + + + + + + + + + + + 100 + + + + Task accuracy (%) + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + (c) Coupled learning · 32 edges + 100% of clean gap recovered + + + + + + + + + + + + + + + + + + + + + + + + Clean + + + + + + + + + + Raw + + + + + + + + + + SDIL + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + (d) Overclamped coupled learning · 32 edges + 100% of clean gap recovered + + + + Dual Prop/EP: 5 seeds; coupled learners: 40 tasks × 3 device draws + + + + + + + + + + + + + + + + + -- cgit v1.2.3