Lunar Color-Connectivity Regularizer / bench_report.json

Mechanism confirmed, baseline not beaten

Raw ⬇ ZIP
  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    "best_cfg": {
  9      "lr": 0.01,
 10      "epochs": 12
 11    },
 12    "sweep": [
 13      {
 14        "cfg": {
 15          "lr": 0.001,
 16          "epochs": 12
 17        },
 18        "mean": 201.0537109375
 19      },
 20      {
 21        "cfg": {
 22          "lr": 0.003,
 23          "epochs": 12
 24        },
 25        "mean": 58.3254508972168
 26      },
 27      {
 28        "cfg": {
 29          "lr": 0.01,
 30          "epochs": 12
 31        },
 32        "mean": 15.770377159118652
 33      }
 34    ],
 35    "full": {
 36      "mean": 16.54259741306305,
 37      "std": 2.506983808304334,
 38      "per_seed": [
 39        16.479936599731445,
 40        13.55350399017334,
 41        18.048686981201172,
 42        14.999381065368652,
 43        14.820082664489746,
 44        16.00037956237793,
 45        16.12912368774414,
 46        22.30968475341797
 47      ],
 48      "n": 8
 49    }
 50  },
 51  "idea": {
 52    "mean": 16.655847430229187,
 53    "std": 2.25515162281877,
 54    "per_seed": [
 55      17.07933807373047,
 56      14.434268951416016,
 57      16.626239776611328,
 58      15.863788604736328,
 59      14.660067558288574,
 60      16.29985809326172,
 61      16.1023006439209,
 62      22.180917739868164
 63    ],
 64    "n": 8
 65  },
 66  "comparison": {
 67    "delta_mean": 0.1132500171661377,
 68    "idea_wins": 4,
 69    "n_pairs": 8,
 70    "per_seed_diffs": [
 71      0.5994014739990234,
 72      0.8807649612426758,
 73      -1.4224472045898438,
 74      0.8644075393676758,
 75      -0.16001510620117188,
 76      0.29947853088378906,
 77      -0.026823043823242188,
 78      -0.1287670135498047
 79    ],
 80    "p_value": 0.6628,
 81    "mde": 0.6269619015296144,
 82    "mde_rel_pct": 3.7899846431282116,
 83    "verdict": "no measurable effect",
 84    "system_worked": false
 85  },
 86  "idea_config": {
 87    "lr": 0.01,
 88    "epochs": 12
 89  },
 90  "idea_sweep": [
 91    {
 92      "cfg": {
 93        "lr": 0.001,
 94        "epochs": 12
 95      },
 96      "result": {
 97        "mean": 207.19963264465332,
 98        "std": 20.029543267954704,
 99        "per_seed": [
100          213.74232482910156,
101          188.0177001953125,
102          228.82228088378906,
103          174.27357482910156,
104          202.07249450683594,
105          209.18301391601562,
106          200.1274871826172,
107          241.35818481445312
108        ],
109        "n": 8
110      }
111    },
112    {
113      "cfg": {
114        "lr": 0.003,
115        "epochs": 12
116      },
117      "result": {
118        "mean": 61.74348449707031,
119        "std": 23.30208403807316,
120        "per_seed": [
121          52.126747131347656,
122          57.39317321777344,
123          69.72927856445312,
124          56.225345611572266,
125          38.751182556152344,
126          66.92098999023438,
127          36.6944465637207,
128          116.1067123413086
129        ],
130        "n": 8
131      }
132    },
133    {
134      "cfg": {
135        "lr": 0.01,
136        "epochs": 12
137      },
138      "result": {
139        "mean": 16.655847430229187,
140        "std": 2.25515162281877,
141        "per_seed": [
142          17.07933807373047,
143          14.434268951416016,
144          16.626239776611328,
145          15.863788604736328,
146          14.660067558288574,
147          16.29985809326172,
148          16.1023006439209,
149          22.180917739868164
150        ],
151        "n": 8
152      }
153    }
154  ],
155  "mechanism_signature": {
156    "prediction": "training lowers symmetric nearest cross-color embedding distance",
157    "predicted_direction": "lower",
158    "observed_idea_cross_color_nearest_mean": 0.07249955972656608,
159    "observed_idea_cross_color_nearest_per_seed": [
160      0.07713642716407776,
161      0.06891444325447083,
162      0.08666811883449554,
163      0.060866888612508774,
164      0.06561814993619919,
165      0.08363944292068481,
166      0.06347937881946564,
167      0.07367362827062607
168    ],
169    "confirmed": true
170  }
171}