Pith Number

pith:4OENWLUJ

pith:2025:4OENWLUJYQQRU4XEL6GY353WAW

not attested not anchored not stored refs pending

The Achilles Heel of AI: Fundamentals of Risk-Aware Training Data for High-Consequence Models

Dave Cook, Tim Klawa

arxiv:2505.14964 v1 · 2025-05-20 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4OENWLUJYQQRU4XEL6GY353WAW}

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	2026-07-05T11:06:38.433028Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e388db2e89c4211a72e45f8d8df77605a5a52cf5dda7621e6f345a25fd2ebe25

Aliases

arxiv: 2505.14964 · arxiv_version: 2505.14964v1 · doi: 10.48550/arxiv.2505.14964 · pith_short_12: 4OENWLUJYQQR · pith_short_16: 4OENWLUJYQQRU4XE · pith_short_8: 4OENWLUJ

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/4OENWLUJYQQRU4XEL6GY353WAW \
  | 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: e388db2e89c4211a72e45f8d8df77605a5a52cf5dda7621e6f345a25fd2ebe25

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "669e271905922b47a526c2cc0b90a34eecda20c51a267dfbcf3eb17768fc44ae",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-20T22:57:35Z",
    "title_canon_sha256": "8f191d5b0663f3880c0b6bd8cbb5b195db538292e65cccf61a83f41ae02ce59d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.14964",
    "kind": "arxiv",
    "version": 1
  }
}