Pith Number

pith:Y5QNA2UU

pith:2023:Y5QNA2UU4P24UWY4X3WPH2BAC6

not attested not anchored not stored refs pending

Runtime Monitoring of Human-centric Requirements in Machine Learning Components: A Model-driven Engineering Approach

Hira Naveed

arxiv:2310.06219 v1 · 2023-10-10 · 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{Y5QNA2UU4P24UWY4X3WPH2BAC6}

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	2026-07-05T06:59:07.204599Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c760d06a94e3f5ca5b1cbeecf3e82017923a7bd7d73de8c068b2a96ffe725520

Aliases

arxiv: 2310.06219 · arxiv_version: 2310.06219v1 · doi: 10.48550/arxiv.2310.06219 · pith_short_12: Y5QNA2UU4P24 · pith_short_16: Y5QNA2UU4P24UWY4 · pith_short_8: Y5QNA2UU

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/Y5QNA2UU4P24UWY4X3WPH2BAC6 \
  | 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: c760d06a94e3f5ca5b1cbeecf3e82017923a7bd7d73de8c068b2a96ffe725520

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "be01aeaddec2053c9772691a5fbda8e57648504fb9385ac732479aea6c169d47",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-10-10T00:23:00Z",
    "title_canon_sha256": "5ba52c8c7c9915d0903174260a088590cf3d5645f9979e684a1c1dd11e90b1de"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.06219",
    "kind": "arxiv",
    "version": 1
  }
}