Pith Number

pith:W3DZ4RSE

pith:2023:W3DZ4RSEBPONHW2C3OC46A7D4P

not attested not anchored not stored refs pending

Multi-generational labour markets: data-driven discovery of multi-perspective system parameters using machine learning

Abeer Abdullah Alaql, Fahad AlQurashi, Rashid Mehmood

arxiv:2302.10146 v1 · 2023-02-20 · 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{W3DZ4RSEBPONHW2C3OC46A7D4P}

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	2026-07-05T05:43:33.797419Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b6c79e46440bdcd3db42db85cf03e3e3cb76f8795b3d4b1acf76c06d3b4acb0a

Aliases

arxiv: 2302.10146 · arxiv_version: 2302.10146v1 · doi: 10.48550/arxiv.2302.10146 · pith_short_12: W3DZ4RSEBPON · pith_short_16: W3DZ4RSEBPONHW2C · pith_short_8: W3DZ4RSE

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/W3DZ4RSEBPONHW2C3OC46A7D4P \
  | 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: b6c79e46440bdcd3db42db85cf03e3e3cb76f8795b3d4b1acf76c06d3b4acb0a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "474881c8daa61717752309a6516feee72fba807fe9d452100eaa4a0909a2f17e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-02-20T18:25:10Z",
    "title_canon_sha256": "c469e01de024a4d45abc66ec98c0dcc970bdd29beec0b6cdbf94d4664f3b3ce5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.10146",
    "kind": "arxiv",
    "version": 1
  }
}