PSD Spectral CNN Block / bench_report.json

Mechanism confirmed, baseline not beaten

Raw ⬇ ZIP
  1{
  2  "bench_version": 1,
  3  "track": "vision",
  4  "model": "cnn_small_psd_matched",
  5  "metric_direction": "lower is better",
  6  "n_seeds": 8,
  7  "baseline": {
  8    "best_cfg": {
  9      "lr": 0.006,
 10      "weight_decay": 0.0
 11    },
 12    "sweep": [
 13      {
 14        "cfg": {
 15          "lr": 0.001,
 16          "weight_decay": 0.0
 17        },
 18        "mean": 0.7862499952316284
 19      },
 20      {
 21        "cfg": {
 22          "lr": 0.003,
 23          "weight_decay": 0.0
 24        },
 25        "mean": 0.7881249636411667
 26      },
 27      {
 28        "cfg": {
 29          "lr": 0.006,
 30          "weight_decay": 0.0
 31        },
 32        "mean": 0.7812499850988388
 33      }
 34    ],
 35    "full": {
 36      "mean": 0.785937488079071,
 37      "std": 0.026188541827503842,
 38      "per_seed": [
 39        0.7699999809265137,
 40        0.7524999976158142,
 41        0.7899999618530273,
 42        0.8125,
 43        0.7425000071525574,
 44        0.8149999976158142,
 45        0.8100000023841858,
 46        0.7949999570846558
 47      ],
 48      "n": 8
 49    }
 50  },
 51  "idea": {
 52    "mean": 0.8028124868869781,
 53    "std": 0.02790714067434992,
 54    "per_seed": [
 55      0.7824999690055847,
 56      0.75,
 57      0.8125,
 58      0.8100000023841858,
 59      0.8399999737739563,
 60      0.8100000023841858,
 61      0.8349999785423279,
 62      0.7824999690055847
 63    ],
 64    "n": 8
 65  },
 66  "comparison": {
 67    "delta_mean": 0.016874998807907104,
 68    "idea_wins": 4,
 69    "n_pairs": 8,
 70    "per_seed_diffs": [
 71      0.012499988079071045,
 72      -0.002499997615814209,
 73      0.022500038146972656,
 74      -0.002499997615814209,
 75      0.09749996662139893,
 76      -0.004999995231628418,
 77      0.02499997615814209,
 78      -0.012499988079071045
 79    ],
 80    "p_value": 0.18975,
 81    "mde": 0.029493782207685552,
 82    "mde_rel_pct": 3.75268805153601,
 83    "verdict": "no significant win",
 84    "system_worked": false
 85  },
 86  "idea_sweep": [
 87    {
 88      "cfg": {
 89        "lr": 0.001,
 90        "weight_decay": 0.0
 91      },
 92      "result": {
 93        "mean": 0.8043749779462814,
 94        "std": 0.028959830204555673,
 95        "per_seed": [
 96          0.7749999761581421,
 97          0.7599999904632568,
 98          0.8299999833106995,
 99          0.7924999594688416,
100          0.8199999928474426,
101          0.8125,
102          0.8549999594688416,
103          0.7899999618530273
104        ],
105        "n": 8
106      }
107    },
108    {
109      "cfg": {
110        "lr": 0.003,
111        "weight_decay": 0.0
112      },
113      "result": {
114        "mean": 0.8028124868869781,
115        "std": 0.02790714067434992,
116        "per_seed": [
117          0.7824999690055847,
118          0.75,
119          0.8125,
120          0.8100000023841858,
121          0.8399999737739563,
122          0.8100000023841858,
123          0.8349999785423279,
124          0.7824999690055847
125        ],
126        "n": 8
127      }
128    },
129    {
130      "cfg": {
131        "lr": 0.006,
132        "weight_decay": 0.0
133      },
134      "result": {
135        "mean": 0.8074999824166298,
136        "std": 0.02095382139683659,
137        "per_seed": [
138          0.7949999570846558,
139          0.7749999761581421,
140          0.824999988079071,
141          0.8025000095367432,
142          0.8399999737739563,
143          0.8050000071525574,
144          0.8299999833106995,
145          0.7874999642372131
146        ],
147        "n": 8
148      }
149    }
150  ],
151  "track_rationale": "The idea changes a spatial multichannel convolution, so CIFAR-10 vision/cnn_small is structurally matched.",
152  "mechanism_signature": {
153    "predicted_min_eigenvalue": 0.0,
154    "observed_min_eigenvalue": 7.631551631807294e-06,
155    "predicted_nonnegative": true,
156    "observed_nonnegative": true,
157    "confirmed": true
158  }
159}