Pith Number

pith:SJ6LP3ZB

pith:2022:SJ6LP3ZB7EEYGAF7XSZ7IVIIED

not attested not anchored not stored refs pending

Introducing explainable supervised machine learning into interactive feedback loops for statistical production system

Carlos Mougan, George Kanellos, Johannes Micheler, Jose Martinez, Thomas Gottron

arxiv:2202.03212 v2 · 2022-02-07 · cs.LG · stat.AP · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SJ6LP3ZB7EEYGAF7XSZ7IVIIED}

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	2026-07-05T03:58:06.496843Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

927cb7ef21f9098300bfbcb3f4550820cd26e29eb117919f8e7c46148826f33e

Aliases

arxiv: 2202.03212 · arxiv_version: 2202.03212v2 · doi: 10.48550/arxiv.2202.03212 · pith_short_12: SJ6LP3ZB7EEY · pith_short_16: SJ6LP3ZB7EEYGAF7 · pith_short_8: SJ6LP3ZB

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/SJ6LP3ZB7EEYGAF7XSZ7IVIIED \
  | 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: 927cb7ef21f9098300bfbcb3f4550820cd26e29eb117919f8e7c46148826f33e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "49a0c8a15e638443f79cca6cf3c58894768489d2999a7fee7e7c4fc162ea4486",
    "cross_cats_sorted": [
      "stat.AP",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-07T14:17:06Z",
    "title_canon_sha256": "b24e97d10611497234e71ddf5b9e60d53c7bd072727d63c585c326c5d8465f68"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.03212",
    "kind": "arxiv",
    "version": 2
  }
}