Complete Log-Barrier Natural Gradient / bench_report.json

Mechanism confirmed, baseline not beaten

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  1{
  2  "bench_version": 1,
  3  "track": "tabular",
  4  "model": "mlp_tiny",
  5  "metric_direction": "lower is better",
  6  "n_seeds": 8,
  7  "baseline": {
  8    "sweep": {
  9      "best_cfg": {
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 19        {
 20          "cfg": {
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 22          },
 23          "mean": 9.297731161117554
 24        },
 25        {
 26          "cfg": {
 27            "lr": 0.009
 28          },
 29          "mean": 6.843065023422241
 30        }
 31      ],
 32      "full": {
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 34        "std": 0.25102731009725415,
 35        "per_seed": [
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 45        "n": 8
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 48    "best_config": {
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 65      "n": 8
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 67  },
 68  "idea": {
 69    "config": {
 70      "lr": 0.009,
 71      "epochs": 15,
 72      "R": 2.5,
 73      "block": "first_layer_bias",
 74      "metric": "mse"
 75    },
 76    "per_seed": [
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 82      7.3650336265563965,
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 84      6.995800971984863
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 86    "tuning_sweep": [
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 89        "mean_mse": 15.960896253585815,
 90        "per_seed": [
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 97      {
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 99        "mean_mse": 8.806230664253235,
100        "per_seed": [
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102          9.324054718017578,
103          9.102656364440918,
104          9.214866638183594
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106      },
107      {
108        "lr": 0.009,
109        "mean_mse": 6.807709336280823,
110        "per_seed": [
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117    ],
118    "mean": 6.877023160457611,
119    "std": 0.2130142060373052,
120    "n": 8
121  },
122  "comparison": {
123    "delta_mean": -0.03452819585800171,
124    "idea_wins": 6,
125    "n_pairs": 8,
126    "per_seed_diffs": [
127      0.12323760986328125,
128      -0.04452037811279297,
129      -0.1687479019165039,
130      -0.0513920783996582,
131      -0.1755661964416504,
132      -0.10500383377075195,
133      -0.05855083465576172,
134      0.20431804656982422
135    ],
136    "p_value": 0.46775,
137    "mde": 0.11208041708387258,
138    "mde_rel_pct": 1.6216390692294593,
139    "verdict": "no measurable effect",
140    "system_worked": false
141  },
142  "math_check": {
143    "max_intrinsic_grad_g_squared": 0.9999989999995,
144    "max_bound_violation": 0.0,
145    "max_radial_formula_error": 3.3306690738754696e-16,
146    "step_inverse_metric_ratio_r0.9999": 0.0006689383838711185
147  },
148  "selection_note": "baseline and idea share lr union; baseline tuned on seeds 0-3; full comparison uses paired seeds 0-7",
149  "runtime_sec": 30.761850833892822,
150  "mechanism_signature": {
151    "prediction": "inverse barrier metric decreases toward boundary; bounded intrinsic barrier gradient",
152    "predicted_at_center": 3.125,
153    "observed_mean_inverse_metric_at_trained_points": 1.705785185098648,
154    "trained_model_points": [
155      {
156        "seed": 0,
157        "observed_mean_inverse_metric": 1.6924855709075928,
158        "final_q": 0.5548654556274414
159      },
160      {
161        "seed": 1,
162        "observed_mean_inverse_metric": 1.7231124639511108,
163        "final_q": 0.5643916320800781
164      },
165      {
166        "seed": 2,
167        "observed_mean_inverse_metric": 1.6797361373901367,
168        "final_q": 0.550905647277832
169      },
170      {
171        "seed": 3,
172        "observed_mean_inverse_metric": 1.7380695343017578,
173        "final_q": 0.5688753509521485
174      },
175      {
176        "seed": 4,
177        "observed_mean_inverse_metric": 1.864469289779663,
178        "final_q": 0.6083690643310546
179      },
180      {
181        "seed": 5,
182        "observed_mean_inverse_metric": 1.7799270153045654,
183        "final_q": 0.5821066665649415
184      },
185      {
186        "seed": 6,
187        "observed_mean_inverse_metric": 1.812181830406189,
188        "final_q": 0.592091178894043
189      },
190      {
191        "seed": 7,
192        "observed_mean_inverse_metric": 1.356299638748169,
193        "final_q": 0.44984680175781255
194      }
195    ],
196    "confirmed": true
197  }
198}