From 54633b2e0f51a8f48d4ba627d778c87927f54ca1 Mon Sep 17 00:00:00 2001
From: YurenHao0426 <Blackhao0426@gmail.com>
Date: Tue, 21 Jul 2026 06:47:37 -0500
Subject: feat: add per-neuron nuisance ablation sweep

---
 experiments/nuisance_sweep.sh | 51 +++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 51 insertions(+)
 create mode 100755 experiments/nuisance_sweep.sh

diff --git a/experiments/nuisance_sweep.sh b/experiments/nuisance_sweep.sh
new file mode 100755
index 0000000..900c746
--- /dev/null
+++ b/experiments/nuisance_sweep.sh
@@ -0,0 +1,51 @@
+#!/usr/bin/env bash
+# Harnett-specific residualization ablation with per-neuron affine coupling.
+#
+# Usage:
+#   bash experiments/nuisance_sweep.sh <gpu> "<rhos>" "<seeds>" <epochs> <prefix>
+#
+# Example:
+#   bash experiments/nuisance_sweep.sh 5 "0 0.5 1 2" "0 1 2" 20 diag_nuis
+set -eu
+
+cd "$(dirname "$0")/.."
+PY=/home/yurenh2/miniconda3/envs/ep_pascal/bin/python3
+GPU="${1:?GPU index required}"
+RHOS="${2:-0 0.5 1 2}"
+SEEDS="${3:-0}"
+EPOCHS="${4:-20}"
+PREFIX="${5:-diag_nuis}"
+
+export CUDA_VISIBLE_DEVICES="$GPU"
+export OMP_NUM_THREADS=2
+mkdir -p results logs/nuisance
+
+run_one() {
+  local rho="$1"
+  local residual="$2"
+  local seed="$3"
+  local rho_tag="${rho//./p}"
+  local tag="${PREFIX}_rho${rho_tag}_res${residual}_s${seed}"
+  local result="results/${tag}.json"
+  local log="logs/nuisance/${tag}.log"
+  if [[ -f "$result" ]]; then
+    echo "skip $tag (result exists)"
+    return
+  fi
+  echo ">>> $tag $(date --iso-8601=seconds) gpu=$GPU"
+  "$PY" experiments/run.py \
+    --mode sdil --dataset mnist --depth 3 --width 256 --epochs "$EPOCHS" \
+    --seed "$seed" --nuis_rho "$rho" --use_residual "$residual" \
+    --predictor_mode diagonal --p_warmup_steps 200 --p_warmup_eta 0.05 \
+    --pert_ndirs 8 --log_every 100 --tag "$tag" --outdir results \
+    > "$log" 2>&1
+  grep -h DONE "$log"
+}
+
+for seed in $SEEDS; do
+  for rho in $RHOS; do
+    for residual in 0 1; do
+      run_one "$rho" "$residual" "$seed"
+    done
+  done
+done
-- 
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