Forward-Intersection Spectral Latent Dynamics / bench_output.json

Mechanism confirmed, baseline not beaten

Raw ⬇ ZIP
  1{
  2  "bench_version": 1,
  3  "track": "dynamics",
  4  "model": "rnn_small",
  5  "metric_direction": "lower is better",
  6  "n_seeds": 8,
  7  "baseline": {
  8    "best_cfg": {
  9      "lr": 0.01,
 10      "weight_decay": 0.0
 11    },
 12    "sweep": [
 13      {
 14        "cfg": {
 15          "lr": 0.001,
 16          "weight_decay": 0.0
 17        },
 18        "mean": 0.001154391880845651
 19      },
 20      {
 21        "cfg": {
 22          "lr": 0.003,
 23          "weight_decay": 0.0
 24        },
 25        "mean": 0.0006730457389494404
 26      },
 27      {
 28        "cfg": {
 29          "lr": 0.01,
 30          "weight_decay": 0.0
 31        },
 32        "mean": 0.00024367208061448764
 33      },
 34      {
 35        "cfg": {
 36          "lr": 0.003,
 37          "weight_decay": 0.0001
 38        },
 39        "mean": 0.00066975416848436
 40      }
 41    ],
 42    "full": {
 43      "mean": 0.00020419583597686142,
 44      "std": 0.00010942496465474286,
 45      "per_seed": [
 46        0.00037123056245036423,
 47        0.00033986172638833523,
 48        7.115668995538726e-05,
 49        0.00019243934366386384,
 50        0.00017716105503495783,
 51        0.00011334212467772886,
 52        7.963812095113099e-05,
 53        0.0002887370646931231
 54      ],
 55      "n": 8
 56    }
 57  },
 58  "idea": {
 59    "mean": 0.3719000369310379,
 60    "std": 0.1780352000875736,
 61    "per_seed": [
 62      0.25049954652786255,
 63      0.32161659002304077,
 64      0.2485007792711258,
 65      0.6178863644599915,
 66      0.1744787096977234,
 67      0.22901414334774017,
 68      0.45399707555770874,
 69      0.6792070865631104
 70    ],
 71    "n": 8
 72  },
 73  "comparison": {
 74    "delta_mean": 0.37169584109506104,
 75    "idea_wins": 0,
 76    "n_pairs": 8,
 77    "per_seed_diffs": [
 78      0.2501283159654122,
 79      0.32127672829665244,
 80      0.2484296225811704,
 81      0.6176939251163276,
 82      0.17430154864268843,
 83      0.22890080122306244,
 84      0.4539174374367576,
 85      0.6789183494984172
 86    ],
 87    "p_value": 0.0081,
 88    "mde": 0.1591303337139686,
 89    "mde_rel_pct": 77930.25403906891,
 90    "verdict": "idea worse (significant)",
 91    "system_worked": false
 92  },
 93  "mechanism_signature": {
 94    "mechanism_signature": {
 95      "prediction": "compatible projection reduces unsupported hidden transition energy/rank without changing task architecture",
 96      "observed": [
 97        {
 98          "seed": 0,
 99          "metric": 0.25049954652786255,
100          "projection_mse": 0.013389366678893566,
101          "rank": 2,
102          "raw_spectral_radius": 1.101452112197876
103        },
104        {
105          "seed": 1,
106          "metric": 0.32161659002304077,
107          "projection_mse": 0.013996558263897896,
108          "rank": 1,
109          "raw_spectral_radius": 1.0808608531951904
110        },
111        {
112          "seed": 2,
113          "metric": 0.2485007792711258,
114          "projection_mse": 0.011121638119220734,
115          "rank": 2,
116          "raw_spectral_radius": 1.0855185985565186
117        },
118        {
119          "seed": 3,
120          "metric": 0.6178863644599915,
121          "projection_mse": 0.018192939460277557,
122          "rank": 2,
123          "raw_spectral_radius": 1.1126620769500732
124        }
125      ],
126      "mean_projection_mse": 0.014175125630572438,
127      "mean_rank": 1.75,
128      "confirmed": true
129    },
130    "custom_track": null,
131    "idea_cfg": {
132      "lr": 0.01,
133      "weight_decay": 0.0,
134      "tau": 0.15,
135      "levels": 1
136    },
137    "idea_grid": [
138      {
139        "lr": 0.01,
140        "weight_decay": 0.0,
141        "tau": 0.1,
142        "levels": 1
143      },
144      {
145        "lr": 0.01,
146        "weight_decay": 0.0,
147        "tau": 0.15,
148        "levels": 1
149      },
150      {
151        "lr": 0.01,
152        "weight_decay": 0.0,
153        "tau": 0.25,
154        "levels": 1
155      }
156    ]
157  }
158}