Pith Number

pith:M4FXWOW2

pith:2021:M4FXWOW2DEIC6NCZOEFDWLBMVJ

not attested not anchored not stored refs pending

Guidance on the Assurance of Machine Learning in Autonomous Systems (AMLAS)

Chiara Picardi, Colin Paterson, Ibrahim Habli, Radu Calinescu, Richard Hawkins, Yan Jia

arxiv:2102.01564 v1 · 2021-02-02 · 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{M4FXWOW2DEIC6NCZOEFDWLBMVJ}

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.

Cited by

2 papers in Pith

Output Type Before Quality: A Standards-Derived XAI Admissibility Rubric for Autonomous-Driving Safety

Engineering Reliable Autonomous Systems: Challenges and Solutions

Receipt and verification

First computed	2026-07-05T02:11:31.564462Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

670b7b3ada19102f3459710a3b2c2caa489055d7595511ae8375e6f9b291f5a5

Aliases

arxiv: 2102.01564 · arxiv_version: 2102.01564v1 · doi: 10.48550/arxiv.2102.01564 · pith_short_12: M4FXWOW2DEIC · pith_short_16: M4FXWOW2DEIC6NCZ · pith_short_8: M4FXWOW2

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/M4FXWOW2DEIC6NCZOEFDWLBMVJ \
  | 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: 670b7b3ada19102f3459710a3b2c2caa489055d7595511ae8375e6f9b291f5a5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c4ed46532b2f9b8d91d4b4be2310fbd3c282ae248c6403ec1e7e5830876ac945",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-02-02T15:41:57Z",
    "title_canon_sha256": "1f11722b07552d8b6580135de3aaf16f510abfcc14cb9aff5d3a6f280e1873e4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.01564",
    "kind": "arxiv",
    "version": 1
  }
}