Pith Number

pith:JDILE2BY

pith:2022:JDILE2BYUAVTO6NOENBSWMFW7V

not attested not anchored not stored refs pending

The Roles and Modes of Human Interactions with Automated Machine Learning Systems

Bogdan Gabrys, David Jacob Kedziora, Thanh Tung Khuat

arxiv:2205.04139 v1 · 2022-05-09 · 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{JDILE2BYUAVTO6NOENBSWMFW7V}

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	2026-07-05T04:21:21.569666Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

48d0b26838a02b3779ae23432b30b6fd4fdea466765ccde22c7265874d0febfc

Aliases

arxiv: 2205.04139 · arxiv_version: 2205.04139v1 · doi: 10.48550/arxiv.2205.04139 · pith_short_12: JDILE2BYUAVT · pith_short_16: JDILE2BYUAVTO6NO · pith_short_8: JDILE2BY

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/JDILE2BYUAVTO6NOENBSWMFW7V \
  | 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: 48d0b26838a02b3779ae23432b30b6fd4fdea466765ccde22c7265874d0febfc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "01c7ce51da5a2810692013553dfbe890122c272ce420bfb3aecc7a4db9b756e6",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-09T09:28:43Z",
    "title_canon_sha256": "60c55035b31c08ce2be8f0ee76cc9649b40d62de4f30301ec3fcc0e14e6a0723"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.04139",
    "kind": "arxiv",
    "version": 1
  }
}