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[
{
"title": "Fold 1 \u2014 38,283 held-out parcels",
"groups": [
[
"",
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{
"label": "Validation-selected ensemble (9 members)",
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95.02912519917457,
61.207594983632276
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"label": "Eight-model control: six + baseline checkpoints 27 / 78",
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94.96643418749838,
59.63298862355673
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54.235271797228854,
94.97165843847138,
60.06296844653283
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"label": "Five-model ensemble: four neural models + XGBoost",
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53.72404814348768,
94.88023404644359,
59.57984810873117
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"label": "Four-model ensemble: baseline + capacity + groups + dropout",
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52.61947706839384,
94.79664603087532,
58.0201965919677
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"label": "Three-model ensemble: baseline + capacity + groups",
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52.2793345220272,
94.7574641485777,
57.79896008395639
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"label": "XGBoost: frozen embeddings + spectral summaries",
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52.2254181167317,
93.5062560405402,
61.61889361802421
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"source": "results/multiclass_probes/Fold_1/results.json"
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{
"label": "Date-dropout fine-tuning",
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51.67126199738541,
94.4152757098451,
58.78236262519556
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"label": "Baseline checkpoint ensemble (epochs 27 / 38 / 78)",
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51.60732823966951,
94.67387613300943,
57.47223618501322
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{
"label": "Original PSE+TAE baseline (cached evaluation)",
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51.31040863685266,
94.23765117676253,
58.35255834670093
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{
"label": "CNN \u2192 group TAE correction (snapshot epoch 4)",
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51.65454151863263,
94.37086957657445,
58.66253159399146
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{
"label": "Baseline-size PSE+TAE distilled from scratch (epoch 86)",
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53.35062972779878,
94.66081550557689,
60.69560342779622
],
"source": "results/distillation/Fold_1/report.json"
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{
"label": "Matched baseline-size CE-only control (epoch 80)",
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51.67979313433331,
94.43356058825067,
58.466877634443435
],
"source": "results/distillation/Fold_1/report.json"
}
]
],
[
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[
{
"label": "CNN spatial correction",
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51.279162452007895,
94.33952407073636,
58.411938090161286
],
"source": "results/requested_comparison/Fold_1/report.json"
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{
"label": "Patch baseline, validation-best epoch 80",
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49.93888753785837,
94.17234803959983,
57.56955796452944
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"label": "Patch baseline, ensemble checkpoint 38",
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50.48081293679929,
94.37870595303399,
56.721247944936536
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{
"label": "Group trajectories (epoch 38 ensemble snapshot)",
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49.437840416342176,
93.98166287908471,
56.53221654694958
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},
{
"label": "Capacity control (epoch 67 ensemble snapshot)",
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50.160251455192686,
94.1044327769506,
58.00589302861668
],
"source": "results/complementarity/snapshot_20261018_1605/test_evaluation/report.json",
"group": "earlier"
},
{
"label": "Embedding moments (mean / std / skew / kurtosis)",
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46.15944847885274,
93.9790507535982,
51.16271573930846
],
"source": "results/moments/Fold_1/conf_mat.pkl",
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},
{
"label": "Frozen encoder + date kurtosis",
"values": [
51.468444652295965,
94.30556643941175,
59.405290343896496
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"source": "results/date_kurtosis/Fold_1/conf_mat.pkl",
"group": "earlier"
},
{
"label": "Scaled embedding kurtosis, gradients on",
"values": [
47.98,
94.17,
null
],
"source": "notes.md",
"group": "earlier"
},
{
"label": "Parcel mean / std in the pixel encoder",
"values": [
50.11,
null,
null
],
"source": "notes.md",
"group": "earlier"
},
{
"label": "Parcel mean / std / kurtosis in the pixel encoder",
"values": [
50.05,
null,
null
],
"source": "notes.md",
"group": "earlier"
},
{
"label": "Inverse-square-root class-weighted loss",
"values": [
49.07,
92.14,
null
],
"source": "notes.md",
"group": "earlier"
},
{
"label": "Small per-pixel temporal attention, from scratch",
"values": [
48.10858560576429,
93.73351095786641,
55.818663310797625
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"source": "results/pixel_temporal_scratch/Fold_1/report.json",
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},
{
"label": "Small temporal + spatial attention, from scratch",
"values": [
49.200045423941965,
94.02868113784186,
55.018680447837966
],
"source": "results/pixel_temporal_scratch/Fold_1/report.json",
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},
{
"label": "Full-width embedding-only correction",
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51.56003908043143,
94.34474832170937,
58.974577977199935
],
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},
{
"label": "Full-width group temporal correction",
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51.244643853192585,
94.23765117676253,
58.4145327419458
],
"source": "results/grouped_corrections/Fold_1/report.json",
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},
{
"label": "Full-width group + spatial attention correction",
"values": [
51.46421578108142,
94.36303320011493,
58.366341094545234
],
"source": "results/grouped_corrections/Fold_1/report.json",
"group": "earlier"
},
{
"label": "Per-pixel temporal-distribution correction",
"values": [
51.14892057151782,
94.3525846981689,
57.665216576517174
],
"source": "results/frozen_corrections/Fold_1/results.json",
"group": "earlier"
},
{
"label": "Small patch-pixel temporal correction",
"values": [
51.779382450863565,
94.38915445498002,
58.71511913744347
],
"source": "results/frozen_corrections/Fold_1/results.json",
"group": "earlier"
},
{
"label": "Small temporal + spatial correction, no coordinates",
"values": [
51.79733905260681,
94.39960295692606,
58.70125937430109
],
"source": "results/frozen_corrections/Fold_1/results.json",
"group": "earlier"
},
{
"label": "Small temporal + spatial correction, with coordinates",
"values": [
51.69318989046536,
94.35780894914191,
58.58341478211055
],
"source": "results/frozen_corrections/Fold_1/results.json",
"group": "earlier"
},
{
"label": "Small replacement classifier (best new variant by validation)",
"values": [
50.72609030301305,
93.99994775749026,
59.075365749764764
],
"source": "results/frozen_trajectories/Fold_1/results.json",
"group": "earlier"
}
]
]
],
"caption": [
"All values are percentages. One fold and one seed; these comparisons are exploratory.",
"Earlier variants include ties and inconclusive gains. Missing values are unmeasured, not zero.",
"Library additions and mixture weights are chosen on validation; test scores do not select the ensemble."
]
},
{
"title": "Five-fold results \u2014 mean and sample standard deviation",
"groups": [
[
"",
[
{
"label": "PSE+TAE reproduction",
"values": [
50.96253822685437,
94.22293256405372,
58.504182483372226
],
"sd": [
0.6019289857741531,
0.09171186030656048,
0.9397230573626493
],
"source": "results/requested_comparison/baseline_five_folds.json"
}
]
],
[
"Earlier alternatives",
[
{
"label": "L-TAE reproduction",
"values": [
50.67,
94.33,
null
],
"sd": [
0.95,
0.04,
null
],
"source": "notes.md"
},
{
"label": "RoPE",
"values": [
50.1261056275956,
94.20308047859001,
57.772785466570326
],
"sd": [
0.42281397969611906,
0.10411895189135764,
0.5186037310544795
],
"source": "results/rope/Fold_*/conf_mat.pkl"
},
{
"label": "Scaled kurtosis, stopped gradient",
"values": [
50.79,
94.17,
null
],
"sd": [
0.75,
0.21,
null
],
"source": "notes.md"
},
{
"label": "XGBoost on band mean / std",
"values": [
42.16,
93.27,
null
],
"sd": [
0.41,
0.1,
null
],
"source": "notes.md"
},
{
"label": "XGBoost on band mean / std + kurtosis",
"values": [
41.47,
null,
null
],
"sd": [
null,
null,
null
],
"source": "notes.md"
}
]
]
],
"caption": [
"Standard deviations are shown in smaller type; they are not confidence intervals.",
"Training sets overlap across folds. Do not compare these means as if they were fold-1 results.",
"Distillation has one completed test fold only; the further-fold queue is paused."
]
}
]