Pith Number

pith:VOEEPT4P

pith:2022:VOEEPT4PVE2LSUAVCBPYITKN3N

not attested not anchored not stored refs pending

An Exploratory Study of AI System Risk Assessment from the Lens of Data Distribution and Uncertainty

Haruki Yokoyama, Kazuki Munakata, Lei Ma, Susumu Tokumoto, Yuheng Huang, Zhijie Wang

arxiv:2212.06828 v1 · 2022-12-13 · cs.LG · cs.AI · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VOEEPT4PVE2LSUAVCBPYITKN3N}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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.

Receipt and verification

First computed	2026-07-05T05:25:32.621739Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ab8847cf8fa934b95015105f844d4ddb7f9b7ddebe4895e0d84d119fd7b8aeb5

Aliases

arxiv: 2212.06828 · arxiv_version: 2212.06828v1 · doi: 10.48550/arxiv.2212.06828 · pith_short_12: VOEEPT4PVE2L · pith_short_16: VOEEPT4PVE2LSUAV · pith_short_8: VOEEPT4P

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/VOEEPT4PVE2LSUAVCBPYITKN3N \
  | 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: ab8847cf8fa934b95015105f844d4ddb7f9b7ddebe4895e0d84d119fd7b8aeb5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "63a1a3a979bb9075bf4d213110833507f479c653a6a2369824020249d0376f9f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-12-13T03:34:25Z",
    "title_canon_sha256": "1259d2a5465e995c1f32ff7949abac8df7521356c57902791e506e1cf9d0c1a6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.06828",
    "kind": "arxiv",
    "version": 1
  }
}