Pith. sign in
Pith Number

pith:LO2TIWFK

pith:2025:LO2TIWFK7S4JYPE5GQYYLUIHZZ
not attested not anchored not stored refs pending

AI, Humans, and Data Science: Optimizing Roles Across Workflows and the Workforce

Richard Timpone, Yongwei Yang

arxiv:2507.11597 v1 · 2025-07-15 · cs.CY · cs.AI · cs.HC

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{LO2TIWFK7S4JYPE5GQYYLUIHZZ}

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 2026-07-05T11:37:47.159096Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

5bb53458aafcb89c3c9d343185d107ce63b063dc2c1791a51e34b850c818bf69

Aliases

arxiv: 2507.11597 · arxiv_version: 2507.11597v1 · doi: 10.48550/arxiv.2507.11597 · pith_short_12: LO2TIWFK7S4J · pith_short_16: LO2TIWFK7S4JYPE5 · pith_short_8: LO2TIWFK
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/LO2TIWFK7S4JYPE5GQYYLUIHZZ \
  | 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: 5bb53458aafcb89c3c9d343185d107ce63b063dc2c1791a51e34b850c818bf69
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "ed0569030769ac62ba8eabc054f077faebe02f1b16b2f26b59b4c6330411322f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.HC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CY",
    "submitted_at": "2025-07-15T17:59:06Z",
    "title_canon_sha256": "9fdd18d9bb53ab7bd2ffcae565517f694eae90316eb8937240c5edaed2e7aece"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.11597",
    "kind": "arxiv",
    "version": 1
  }
}