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arushram/fnbm-current-simulation-identifiability-canary-v1

fnbm-current-simulation-identifiability-canary-v1 Canary validating the new training-time simulation_eval hook: per-sample model contributions (pred, z1_f{k}, z2_f{i}f{j}, model_z_abs*) extracted via forward_interpret on the 20260706_simulation valid split, at the final epoch (9) of a 10-epoch canary run. Baseline (all-zero) antiabsorption penalties -- validates plumbing on real data/GPU, not a scientific result. Dataset Info Rows: 10000 Columns: 277… See the full description on the dataset page: https://huggingface.co/datasets/arushram/fnbm-current-simulation-identifiability-canary-v1.

sourceHugging Facemitupdated 3mo agoView on Hugging Face
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Dataset Card

fnbm-current-simulation-identifiability-canary-v1

Canary validating the new training-time simulationeval hook: per-sample model contributions (pred, z1f{k}, z2f{i}f{j}, modelzabs*) extracted via forwardinterpret on the 20260706_simulation valid split, at the final epoch (9) of a 10-epoch canary run. Baseline (all-zero) antiabsorption penalties -- validates plumbing on real data/GPU, not a scientific result.

Dataset Info

  • Rows: 10000
  • Columns: 277

Columns

ColumnTypeDescription
predValue('float32')Model prediction (forward_interpret output) for this sequence
sample_idxValue('int64')Row index into the source 20260706simulation valid split (matches {split}.csv and {split}gt.parquet)
z1_f0Value('float32')No description provided
z1_f1Value('float32')No description provided
z1_f2Value('float32')No description provided
z1_f3Value('float32')No description provided
z1_f4Value('float32')No description provided
z1_f5Value('float32')No description provided
z1_f6Value('float32')No description provided
z1_f7Value('float32')No description provided
z1_f8Value('float32')No description provided
z1_f9Value('float32')No description provided
z1_f10Value('float32')No description provided
z1_f11Value('float32')No description provided
z1_f12Value('float32')No description provided
z1_f13Value('float32')No description provided
z1_f14Value('float32')No description provided
z1_f15Value('float32')No description provided
z2f0f0Value('float32')No description provided
z2f0f1Value('float32')No description provided
z2f0f2Value('float32')No description provided
z2f0f3Value('float32')No description provided
z2f0f4Value('float32')No description provided
z2f0f5Value('float32')No description provided
z2f0f6Value('float32')No description provided
z2f0f7Value('float32')No description provided
z2f0f8Value('float32')No description provided
z2f0f9Value('float32')No description provided
z2f0f10Value('float32')No description provided
z2f0f11Value('float32')No description provided
z2f0f12Value('float32')No description provided
z2f0f13Value('float32')No description provided
z2f0f14Value('float32')No description provided
z2f0f15Value('float32')No description provided
z2f1f0Value('float32')No description provided
z2f1f1Value('float32')No description provided
z2f1f2Value('float32')No description provided
z2f1f3Value('float32')No description provided
z2f1f4Value('float32')No description provided
z2f1f5Value('float32')No description provided
z2f1f6Value('float32')No description provided
z2f1f7Value('float32')No description provided
z2f1f8Value('float32')No description provided
z2f1f9Value('float32')No description provided
z2f1f10Value('float32')No description provided
z2f1f11Value('float32')No description provided
z2f1f12Value('float32')No description provided
z2f1f13Value('float32')No description provided
z2f1f14Value('float32')No description provided
z2f1f15Value('float32')No description provided
z2f2f0Value('float32')No description provided
z2f2f1Value('float32')No description provided
z2f2f2Value('float32')No description provided
z2f2f3Value('float32')No description provided
z2f2f4Value('float32')No description provided
z2f2f5Value('float32')No description provided
z2f2f6Value('float32')No description provided
z2f2f7Value('float32')No description provided
z2f2f8Value('float32')No description provided
z2f2f9Value('float32')No description provided
z2f2f10Value('float32')No description provided
z2f2f11Value('float32')No description provided
z2f2f12Value('float32')No description provided
z2f2f13Value('float32')No description provided
z2f2f14Value('float32')No description provided
z2f2f15Value('float32')No description provided
z2f3f0Value('float32')No description provided
z2f3f1Value('float32')No description provided
z2f3f2Value('float32')No description provided
z2f3f3Value('float32')No description provided
z2f3f4Value('float32')No description provided
z2f3f5Value('float32')No description provided
z2f3f6Value('float32')No description provided
z2f3f7Value('float32')No description provided
z2f3f8Value('float32')No description provided
z2f3f9Value('float32')No description provided
z2f3f10Value('float32')No description provided
z2f3f11Value('float32')No description provided
z2f3f12Value('float32')No description provided
z2f3f13Value('float32')No description provided
z2f3f14Value('float32')No description provided
z2f3f15Value('float32')No description provided
z2f4f0Value('float32')No description provided
z2f4f1Value('float32')No description provided
z2f4f2Value('float32')No description provided
z2f4f3Value('float32')No description provided
z2f4f4Value('float32')No description provided
z2f4f5Value('float32')No description provided
z2f4f6Value('float32')No description provided
z2f4f7Value('float32')No description provided
z2f4f8Value('float32')No description provided
z2f4f9Value('float32')No description provided
z2f4f10Value('float32')No description provided
z2f4f11Value('float32')No description provided
z2f4f12Value('float32')No description provided
z2f4f13Value('float32')No description provided
z2f4f14Value('float32')No description provided
z2f4f15Value('float32')No description provided
z2f5f0Value('float32')No description provided
z2f5f1Value('float32')No description provided
z2f5f2Value('float32')No description provided
z2f5f3Value('float32')No description provided
z2f5f4Value('float32')No description provided
z2f5f5Value('float32')No description provided
z2f5f6Value('float32')No description provided
z2f5f7Value('float32')No description provided
z2f5f8Value('float32')No description provided
z2f5f9Value('float32')No description provided
z2f5f10Value('float32')No description provided
z2f5f11Value('float32')No description provided
z2f5f12Value('float32')No description provided
z2f5f13Value('float32')No description provided
z2f5f14Value('float32')No description provided
z2f5f15Value('float32')No description provided
z2f6f0Value('float32')No description provided
z2f6f1Value('float32')No description provided
z2f6f2Value('float32')No description provided
z2f6f3Value('float32')No description provided
z2f6f4Value('float32')No description provided
z2f6f5Value('float32')No description provided
z2f6f6Value('float32')No description provided
z2f6f7Value('float32')No description provided
z2f6f8Value('float32')No description provided
z2f6f9Value('float32')No description provided
z2f6f10Value('float32')No description provided
z2f6f11Value('float32')No description provided
z2f6f12Value('float32')No description provided
z2f6f13Value('float32')No description provided
z2f6f14Value('float32')No description provided
z2f6f15Value('float32')No description provided
z2f7f0Value('float32')No description provided
z2f7f1Value('float32')No description provided
z2f7f2Value('float32')No description provided
z2f7f3Value('float32')No description provided
z2f7f4Value('float32')No description provided
z2f7f5Value('float32')No description provided
z2f7f6Value('float32')No description provided
z2f7f7Value('float32')No description provided
z2f7f8Value('float32')No description provided
z2f7f9Value('float32')No description provided
z2f7f10Value('float32')No description provided
z2f7f11Value('float32')No description provided
z2f7f12Value('float32')No description provided
z2f7f13Value('float32')No description provided
z2f7f14Value('float32')No description provided
z2f7f15Value('float32')No description provided
z2f8f0Value('float32')No description provided
z2f8f1Value('float32')No description provided
z2f8f2Value('float32')No description provided
z2f8f3Value('float32')No description provided
z2f8f4Value('float32')No description provided
z2f8f5Value('float32')No description provided
z2f8f6Value('float32')No description provided
z2f8f7Value('float32')No description provided
z2f8f8Value('float32')No description provided
z2f8f9Value('float32')No description provided
z2f8f10Value('float32')No description provided
z2f8f11Value('float32')No description provided
z2f8f12Value('float32')No description provided
z2f8f13Value('float32')No description provided
z2f8f14Value('float32')No description provided
z2f8f15Value('float32')No description provided
z2f9f0Value('float32')No description provided
z2f9f1Value('float32')No description provided
z2f9f2Value('float32')No description provided
z2f9f3Value('float32')No description provided
z2f9f4Value('float32')No description provided
z2f9f5Value('float32')No description provided
z2f9f6Value('float32')No description provided
z2f9f7Value('float32')No description provided
z2f9f8Value('float32')No description provided
z2f9f9Value('float32')No description provided
z2f9f10Value('float32')No description provided
z2f9f11Value('float32')No description provided
z2f9f12Value('float32')No description provided
z2f9f13Value('float32')No description provided
z2f9f14Value('float32')No description provided
z2f9f15Value('float32')No description provided
z2f10f0Value('float32')No description provided
z2f10f1Value('float32')No description provided
z2f10f2Value('float32')No description provided
z2f10f3Value('float32')No description provided
z2f10f4Value('float32')No description provided
z2f10f5Value('float32')No description provided
z2f10f6Value('float32')No description provided
z2f10f7Value('float32')No description provided
z2f10f8Value('float32')No description provided
z2f10f9Value('float32')No description provided
z2f10f10Value('float32')No description provided
z2f10f11Value('float32')No description provided
z2f10f12Value('float32')No description provided
z2f10f13Value('float32')No description provided
z2f10f14Value('float32')No description provided
z2f10f15Value('float32')No description provided
z2f11f0Value('float32')No description provided
z2f11f1Value('float32')No description provided
z2f11f2Value('float32')No description provided
z2f11f3Value('float32')No description provided
z2f11f4Value('float32')No description provided
z2f11f5Value('float32')No description provided
z2f11f6Value('float32')No description provided
z2f11f7Value('float32')No description provided
z2f11f8Value('float32')No description provided
z2f11f9Value('float32')No description provided
z2f11f10Value('float32')No description provided
z2f11f11Value('float32')No description provided
z2f11f12Value('float32')No description provided
z2f11f13Value('float32')No description provided
z2f11f14Value('float32')No description provided
z2f11f15Value('float32')No description provided
z2f12f0Value('float32')No description provided
z2f12f1Value('float32')No description provided
z2f12f2Value('float32')No description provided
z2f12f3Value('float32')No description provided
z2f12f4Value('float32')No description provided
z2f12f5Value('float32')No description provided
z2f12f6Value('float32')No description provided
z2f12f7Value('float32')No description provided
z2f12f8Value('float32')No description provided
z2f12f9Value('float32')No description provided
z2f12f10Value('float32')No description provided
z2f12f11Value('float32')No description provided
z2f12f12Value('float32')No description provided
z2f12f13Value('float32')No description provided
z2f12f14Value('float32')No description provided
z2f12f15Value('float32')No description provided
z2f13f0Value('float32')No description provided
z2f13f1Value('float32')No description provided
z2f13f2Value('float32')No description provided
z2f13f3Value('float32')No description provided
z2f13f4Value('float32')No description provided
z2f13f5Value('float32')No description provided
z2f13f6Value('float32')No description provided
z2f13f7Value('float32')No description provided
z2f13f8Value('float32')No description provided
z2f13f9Value('float32')No description provided
z2f13f10Value('float32')No description provided
z2f13f11Value('float32')No description provided
z2f13f12Value('float32')No description provided
z2f13f13Value('float32')No description provided
z2f13f14Value('float32')No description provided
z2f13f15Value('float32')No description provided
z2f14f0Value('float32')No description provided
z2f14f1Value('float32')No description provided
z2f14f2Value('float32')No description provided
z2f14f3Value('float32')No description provided
z2f14f4Value('float32')No description provided
z2f14f5Value('float32')No description provided
z2f14f6Value('float32')No description provided
z2f14f7Value('float32')No description provided
z2f14f8Value('float32')No description provided
z2f14f9Value('float32')No description provided
z2f14f10Value('float32')No description provided
z2f14f11Value('float32')No description provided
z2f14f12Value('float32')No description provided
z2f14f13Value('float32')No description provided
z2f14f14Value('float32')No description provided
z2f14f15Value('float32')No description provided
z2f15f0Value('float32')No description provided
z2f15f1Value('float32')No description provided
z2f15f2Value('float32')No description provided
z2f15f3Value('float32')No description provided
z2f15f4Value('float32')No description provided
z2f15f5Value('float32')No description provided
z2f15f6Value('float32')No description provided
z2f15f7Value('float32')No description provided
z2f15f8Value('float32')No description provided
z2f15f9Value('float32')No description provided
z2f15f10Value('float32')No description provided
z2f15f11Value('float32')No description provided
z2f15f12Value('float32')No description provided
z2f15f13Value('float32')No description provided
z2f15f14Value('float32')No description provided
z2f15f15Value('float32')No description provided
modelzabs_1Value('float32')Sum offirst-order contributionacross filters for this sample
modelzabs_2Value('float32')Sum ofsecond-order (pairwise) contributionacross filter pairs for this sample
modelzabs_ratioValue('float32')modelzabs2 / (modelzabs1 + modelzabs2) -- model's per-sample interaction fraction, compared against ground truth zabs_ratio to diagnose first-order absorption into the interaction pathway

Generation Parameters

json
{
  "script_name": "train.py",
  "model": "FactorizedNBM (variants/fnbm_20260620.py)",
  "description": "Canary validating the new training-time simulation_eval hook: per-sample model contributions (pred, z1_f{k}, z2_f{i}_f{j}, model_z_abs_*) extracted via forward_interpret on the 20260706_simulation valid split, at the final epoch (9) of a 10-epoch canary run. Baseline (all-zero) antiabsorption penalties -- validates plumbing on real data/GPU, not a scientific result.",
  "hyperparameters": {
    "num_epochs": 10,
    "order_start_epoch": {
      "1": 0,
      "2": 3
    },
    "sequence_kernels": [
      [
        16,
        15
      ]
    ],
    "batch_size": 128,
    "init_lr": 0.001
  },
  "input_datasets": [
    "arushram-internal:/scratch/.../datasets/20260706_simulation (not yet on HF)"
  ],
  "experiment_name": "fnbm-current",
  "job_id": "torch:12719629",
  "cluster": "torch",
  "artifact_status": "final",
  "canary": true
}

Usage

python
from datasets import load_dataset

dataset = load_dataset("arushram/fnbm-current-simulation-identifiability-canary-v1", split="train")
print(f"Loaded {len(dataset)} rows")