Correlated stochastic integrate-and-fire recurrent layer / bench_report.json

Mechanism confirmed, baseline not beaten

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  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    },
 11    "sweep": [
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 16        "mean": 0.07048395439051092
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 18      {
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 20          "lr": 0.003
 21        },
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 24      {
 25        "cfg": {
 26          "lr": 0.01
 27        },
 28        "mean": 0.0020796392345800996
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 30    ],
 31    "full": {
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 39        0.003012745874002576,
 40        0.0011985950404778123,
 41        0.001417277380824089
 42      ]
 43    }
 44  },
 45  "idea": {
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 47    "per_seed": [
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 57  },
 58  "comparison": {
 59    "delta_mean": 0.06841719913063571,
 60    "idea_wins": 0,
 61    "n_pairs": 8,
 62    "per_seed_diffs": [
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 65      0.0637422155123204,
 66      0.06301242508925498,
 67      0.056447706068865955,
 68      0.04285806859843433,
 69      0.06495508027728647,
 70      0.13214166648685932
 71    ],
 72    "p_value": 0.0081,
 73    "mde": 0.02590531560040504,
 74    "mde_rel_pct": 1388.9664867044569,
 75    "verdict": "idea worse (significant)",
 76    "system_worked": false
 77  },
 78  "idea_sweep": [
 79    {
 80      "cfg": {
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 85    {
 86      "cfg": {
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 88      },
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 91    {
 92      "cfg": {
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 94      },
 95      "mean": 0.06481340713799
 96    }
 97  ],
 98  "architecture": "matched 64-unit recurrent state and scalar head; only deterministic leaky update vs correlated IF differs",
 99  "mechanism_signature": {
100    "predicted_shared_covariance_factor": 0.42250000000000004,
101    "observed_shared_noise_correlation_mean": 0.42043366931669834,
102    "observed_shared_noise_correlation_per_seed": [
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106      0.40544973371858345,
107      0.4157424909414776,
108      0.44676270990572226,
109      0.4155898912561236,
110      0.40207719151421156
111    ],
112    "spike_rate_mean": 0.03861450147815049,
113    "confirmed": true
114  }
115}