Symmetry-Quotiented Local Correlation Encoder / bench_results.json

✓✓ Beats tuned baseline

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  1{
  2  "bench_report": {
  3    "baseline": {
  4      "best_cfg": {
  5        "lr": 0.003
  6      },
  7      "full": {
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 47      "mde": 0.0228222220228749,
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 61      "system_worked": true,
 62      "verdict": "idea better (significant)"
 63    },
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100      ]
101    },
102    "mechanism_signature": {
103      "baseline_max_output_change": 0.4521815776824951,
104      "baseline_mean_output_change": 0.02940310724079609,
105      "confirmed": true,
106      "idea_max_output_change": 1.7881393432617188e-07,
107      "idea_mean_output_change": 3.8091179099808414e-09,
108      "observed_feature_change": 0.0,
109      "predicted_invariant_output_change": 0.0,
110      "prediction": "P2 local-correlation inputs and their trained predictions should be unchanged by global rotation and independent apolar flips."
111    },
112    "metric_direction": "lower is better",
113    "model": "mlp_tiny",
114    "n_seeds": 8,
115    "track": "orientation_phase_quotient"
116  },
117  "custom_track": {
118    "domain": "molecular_orientation_symmetry",
119    "file": "orientation_track.py",
120    "name": "orientation_phase_quotient"
121  },
122  "math_check": {
123    "max_transformed_feature_error": 0.0,
124    "predicted": 0.0
125  },
126  "protocol": {
127    "batch": 128,
128    "epochs": 18,
129    "lr_union": [
130      0.001,
131      0.003,
132      0.01
133    ],
134    "paired_seeds": [
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139      4,
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144  }
145}