Pith Number

pith:HEQ73ZSY

pith:2025:HEQ73ZSYI2UWPY3GVZO2HPBRDW

not attested not anchored not stored refs pending

From Hazard Identification to Controller Design: Proactive and LLM-Supported Safety Engineering for ML-Powered Systems

Christian K\"astner, Christopher S. Timperley, Yining Hong

arxiv:2502.07974 v1 · 2025-02-11 · cs.SE · 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{HEQ73ZSYI2UWPY3GVZO2HPBRDW}

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	2026-07-05T12:10:55.586885Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3921fde65846a967e366ae5da3bc311da7f6008af977ad3b6701c40ccb78a242

Aliases

arxiv: 2502.07974 · arxiv_version: 2502.07974v1 · doi: 10.48550/arxiv.2502.07974 · pith_short_12: HEQ73ZSYI2UW · pith_short_16: HEQ73ZSYI2UWPY3G · pith_short_8: HEQ73ZSY

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/HEQ73ZSYI2UWPY3GVZO2HPBRDW \
  | 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: 3921fde65846a967e366ae5da3bc311da7f6008af977ad3b6701c40ccb78a242

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5c1ca175a15536d4271b4b9df6fbdaa89fabf7c4f9cb993280f284fc159644c9",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-02-11T21:37:19Z",
    "title_canon_sha256": "ce6349abdfcba5514230bcafc330beb848dec5d895089fa2ac7cc1ba8731250a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.07974",
    "kind": "arxiv",
    "version": 1
  }
}