From 225459f7ddfcd3c8d89f0515a0d766bf2a15c848 Mon Sep 17 00:00:00 2001 From: YurenHao0426 Date: Wed, 22 Jul 2026 13:21:20 -0500 Subject: algorithm: calibrate hierarchical feedback parameter subspaces --- README.md | 7 +++++++ 1 file changed, 7 insertions(+) (limited to 'README.md') diff --git a/README.md b/README.md index 8ffa678..5669be5 100644 --- a/README.md +++ b/README.md @@ -123,6 +123,13 @@ parameter update to `2.98e-8`; actual HFA never performs that copy. `HFA_BASELINE.md` freezes its matched ResNet-20 validation screen before any HFA accuracy endpoint is observed. +The learned-hierarchy development path perturbs the feedback convolution +parameter spaces themselves. One antithetic pair estimates every edge's causal +target moment simultaneously, while the current prediction moment is a local +child/parent correlation. Its BatchNorm-coupled JVP and symmetric-limit delta +rule are executable smoke tests; no accuracy claim is attached until its own +causal-capture protocol is frozen and passed. + The subsequent V3 mechanism estimates the required A/G matrix statistics directly by perturbing the vectorizer parameter subspace. It remains forward-only and uses two causal loss queries per direction. Its exact and -- cgit v1.2.3