Add IEKF UQ results

.claude/settings.json

@@ -1,5 +1,6 @@
 {
     "$schema": "https://json.schemastore.org/claude-code-settings.json",
+    "autoMemoryEnabled": false,
     "permissions": {
         "allow": [
             "Bash(julia --project *)",

CLAUDE.md

@@ -62,12 +62,20 @@ calibration_benchmark/
 │   ├── bayesian/                ABC + HM results
 │   ├── UKI_results/             UKI results
 │   ├── adam_results/            ADAM gradient optimizer results
+│   │                            filenames follow `leaderboard_adam_<benchmark-tag>_<date>.nc`;
+│   │                            benchmark tags: `l63` → L63, `l96_const-force` → L96,
+│   │                            `l96_vec-force` → L96_SPATIAL_FORCING (no L96_NN_FORCING yet)
 │   ├── levenberg_marquardt_results/  LM gradient optimizer results
-│   └── ces-eki-dmc_results/     CES-EKI-DMC ensemble-results files (UQ source)
-│       ├── ces-eki-dmc_l63_ensemble_results_2026-06-15.nc
-│       ├── ces-eki-dmc_l96_ensemble_results_2026-06-15.nc
-│       ├── ces-eki-dmc_l96_nn_forcing_ensemble_results_2026-06-15.nc
-│       └── ces-eki-dmc_l96_spatial_forcing_ensemble_results_2026-06-15.nc
+│   │                            filenames follow `leaderboard_lm_<benchmark-tag>_<date>.nc`;
+│   │                            same benchmark tags as adam_results/ (no L96_NN_FORCING yet)
+│   ├── ces-eki-dmc_results/     CES-EKI-DMC ensemble-results files (UQ source)
+│   │                            filenames follow `ces-eki-dmc_<benchmark-tag>_ensemble_results_<date>[_minimal].nc`;
+│   │                            benchmark tags: `l63` → L63, `l96` (no suffix) → L96,
+│   │                            `l96_nn_forcing` → L96_NN_FORCING, `l96_spatial_forcing` → L96_SPATIAL_FORCING
+│   └── gnki-uq_results/         IEKF (a.k.a GNKI) ensemble-results files (UQ source)
+│                                filenames follow `leaderboard_gnki_<benchmark-tag>_<date>[_minimal].nc`;
+│                                benchmark tags: `l63` → L63, `l96_const-force` → L96,
+│                                `l96_flux-force` → L96_NN_FORCING, `l96_vec-force` → L96_SPATIAL_FORCING
 ├── examples/                    lorenz_demo.ipynb + lorenz.py (reference, not app code)
 ├── From_Rob_6-10/               Raw collaborator data drop — NOT read by the app
 ├── .cache/                      known_methods_snapshot.json (auto-generated, safe to delete)

data/gnki-uq_results/leaderboard_gnki_l63_2026-07-07_minimal.nc

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a6f8bcb81074d1c26eb1fca23f8f23b1f9962d157a6515a0269d0f9c68f2e2e1
+size 673072

data/gnki-uq_results/leaderboard_gnki_l96_const-force_2026-07-07_minimal.nc

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f01ca145dca3bb97378e7ad5b2cf5c4a8fbc5db45576ac3036600e0d41caf124
+size 809872

data/gnki-uq_results/leaderboard_gnki_l96_flux-force_2026-07-07_minimal.nc

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:44d18f3e3d79324e53f2cee5cf38137a53bc1f343e756c6efbdad5c84e00222e
+size 809872

data/gnki-uq_results/leaderboard_gnki_l96_vec-force_2026-07-07_minimal.nc

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ec7d3760d1a8cf35b043e44130085c2c16b87b0d8d5c6eb11120e7ef83f5edea
+size 809872

src/data_store.py

@@ -83,10 +83,22 @@ UQ_TARGET_LEVELS: list[float] = [1.0, 1.25, 1.5, 1.75, 2.0, 2.25, 2.5]
 # Each NC must carry output_coverage (coverage_quantile, k_iter, ensemble_size, random_seed),
 # target_scaling, and output_dim.
 UQ_BUDGET_FILES: dict[str, list[tuple[str, str]]] = {
-    "L63":                [("ces-eki-dmc", "ces-eki-dmc_results/ces-eki-dmc_l63_ensemble_results_2026-06-15_minimal.nc")],
-    "L96":                [("ces-eki-dmc", "ces-eki-dmc_results/ces-eki-dmc_l96_ensemble_results_2026-06-15_minimal.nc")],
-    "L96_NN_FORCING":     [("ces-eki-dmc", "ces-eki-dmc_results/ces-eki-dmc_l96_nn_forcing_ensemble_results_2026-06-15_minimal.nc")],
-    "L96_SPATIAL_FORCING": [("ces-eki-dmc", "ces-eki-dmc_results/ces-eki-dmc_l96_spatial_forcing_ensemble_results_2026-06-15_minimal.nc")],
+    "L63":                [
+        ("ces-eki-dmc", "ces-eki-dmc_results/ces-eki-dmc_l63_ensemble_results_2026-06-15_minimal.nc"),
+        ("iekf", "gnki-uq_results/leaderboard_gnki_l63_2026-07-07_minimal.nc"),
+    ],
+    "L96":                [
+        ("ces-eki-dmc", "ces-eki-dmc_results/ces-eki-dmc_l96_ensemble_results_2026-06-15_minimal.nc"),
+        ("iekf", "gnki-uq_results/leaderboard_gnki_l96_const-force_2026-07-07_minimal.nc"),
+    ],
+    "L96_NN_FORCING":     [
+        ("ces-eki-dmc", "ces-eki-dmc_results/ces-eki-dmc_l96_nn_forcing_ensemble_results_2026-06-15_minimal.nc"),
+        ("iekf", "gnki-uq_results/leaderboard_gnki_l96_flux-force_2026-07-07_minimal.nc"),
+    ],
+    "L96_SPATIAL_FORCING": [
+        ("ces-eki-dmc", "ces-eki-dmc_results/ces-eki-dmc_l96_spatial_forcing_ensemble_results_2026-06-15_minimal.nc"),
+        ("iekf", "gnki-uq_results/leaderboard_gnki_l96_vec-force_2026-07-07_minimal.nc"),
+    ],
 }
 
 # Quantile levels used for the all-quantiles-satisfied budget-for-coverage condition.