From 09d50e47860da0035e178a442dc936028808a0b3 Mon Sep 17 00:00:00 2001
From: YurenHao0426 <Blackhao0426@gmail.com>
Date: Mon, 16 Feb 2026 14:44:42 -0600
Subject: Add memory centering, grid search experiments, and energy
 visualizations
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

- Add centering support to MemoryBank (center_query, apply_centering, mean
  persistence in save/load) to remove centroid attractor in Hopfield dynamics
- Add center flag to MemoryBankConfig, device field to PipelineConfig
- Grid search scripts: initial (β≤8), residual, high-β, and centered grids
  with dedup-based LLM caching (89-91% call savings)
- Energy landscape visualization: 2D contour, 1D profile, UMAP, PCA heatmap
  comparing centered vs uncentered dynamics
- Experiment log (note.md) documenting 4 rounds of results and root cause
  analysis of centroid attractor problem
- Key finding: β_critical ≈ 37.6 for centered memory; best configs beat
  FAISS baseline by +3-4% F1

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
---
 data/processed/highbeta_grid_results.json | 828 ++++++++++++++++++++++++++++++
 1 file changed, 828 insertions(+)
 create mode 100644 data/processed/highbeta_grid_results.json

(limited to 'data/processed/highbeta_grid_results.json')

diff --git a/data/processed/highbeta_grid_results.json b/data/processed/highbeta_grid_results.json
new file mode 100644
index 0000000..a04895a
--- /dev/null
+++ b/data/processed/highbeta_grid_results.json
@@ -0,0 +1,828 @@
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+}
\ No newline at end of file
-- 
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