Pith Number

pith:AHCNPDVF

pith:2022:AHCNPDVFAPJSZJNFA4NUEHUHMS

not attested not anchored not stored refs pending

Confidence estimation of classification based on the distribution of the neural network output layer

Abdel Aziz Taha, Leonhard Hennig, Petr Knoth

arxiv:2210.07745 v2 · 2022-10-14 · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AHCNPDVFAPJSZJNFA4NUEHUHMS}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

Beyond Fixed Thresholds and Domain-Specific Benchmarks for Explainable Multi-Task Classification in Autonomous Vehicles

Receipt and verification

First computed	2026-07-05T05:07:55.246244Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

01c4d78ea503d32ca5a5071b421e876485b7f46b5f724de01a97adf2a8662aff

Aliases

arxiv: 2210.07745 · arxiv_version: 2210.07745v2 · doi: 10.48550/arxiv.2210.07745 · pith_short_12: AHCNPDVFAPJS · pith_short_16: AHCNPDVFAPJSZJNF · pith_short_8: AHCNPDVF

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/AHCNPDVFAPJSZJNFA4NUEHUHMS \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 01c4d78ea503d32ca5a5071b421e876485b7f46b5f724de01a97adf2a8662aff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6c97e375034c285ce96b1526629b1562a514651a5d32d58738ebb429607a913f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-10-14T12:32:50Z",
    "title_canon_sha256": "8be48867c7c54e260f73c5c9ff4620dc8f2453243927f2cec36576b2be4b5916"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.07745",
    "kind": "arxiv",
    "version": 2
  }
}