Pith Number

pith:MBH6KX7O

pith:2022:MBH6KX7OEP4KP5YYDXEHEATH6C

not attested not anchored not stored refs pending

A causal model of safety assurance for machine learning

Simon Burton

arxiv:2201.05451 v3 · 2022-01-14 · cs.SE · cs.LG · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MBH6KX7OEP4KP5YYDXEHEATH6C}

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

1 paper in Pith

Detecting Trojaned DNNs via Spectral Regression Analysis

Receipt and verification

First computed	2026-07-05T04:47:11.790903Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

604fe55fee23f8a7f7181dc8720267f0bbf360bb99b4507c093c1c923ba6e2a2

Aliases

arxiv: 2201.05451 · arxiv_version: 2201.05451v3 · doi: 10.48550/arxiv.2201.05451 · pith_short_12: MBH6KX7OEP4K · pith_short_16: MBH6KX7OEP4KP5YY · pith_short_8: MBH6KX7O

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/MBH6KX7OEP4KP5YYDXEHEATH6C \
  | 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: 604fe55fee23f8a7f7181dc8720267f0bbf360bb99b4507c093c1c923ba6e2a2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7e68f8b3854f52ab7632c116dd142558e03c82aec8629fc20e0aa15189da109d",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2022-01-14T13:54:17Z",
    "title_canon_sha256": "880a9b833a2784b8dd1a850c0482efa9d1d4b522eb04b59d8370baf57672b73c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2201.05451",
    "kind": "arxiv",
    "version": 3
  }
}