Pith Number

pith:7DQ5VASY

pith:2023:7DQ5VASYOP3J6T6R4BGTCWEIYM

not attested not anchored not stored refs pending

Functional trustworthiness of AI systems by statistically valid testing

Bernhard Nessler, Sepp Hochreiter, Thomas Doms

arxiv:2310.02727 v1 · 2023-10-04 · stat.ML · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7DQ5VASYOP3J6T6R4BGTCWEIYM}

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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

Safe and Certifiable AI Systems: Concepts, Challenges, and Lessons Learned

Receipt and verification

First computed	2026-07-05T06:57:13.094281Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f8e1da825873f69f4fd1e04d315888c33817d6dcc868d74fd3c2e02e4c1f920f

Aliases

arxiv: 2310.02727 · arxiv_version: 2310.02727v1 · doi: 10.48550/arxiv.2310.02727 · pith_short_12: 7DQ5VASYOP3J · pith_short_16: 7DQ5VASYOP3J6T6R · pith_short_8: 7DQ5VASY

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/7DQ5VASYOP3J6T6R4BGTCWEIYM \
  | 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: f8e1da825873f69f4fd1e04d315888c33817d6dcc868d74fd3c2e02e4c1f920f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ca3a06a805497a93481edaf537d2b8c881492a205a684fd01738734f86c8de9e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-10-04T11:07:52Z",
    "title_canon_sha256": "bcb2378f6598ed1575aba2030892155921ec9a1911c677418fc95b4e780df80c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.02727",
    "kind": "arxiv",
    "version": 1
  }
}