Pith. sign in
Pith Number

pith:FUKRRO2P

pith:2024:FUKRRO2P7BOVRCEDWEHJ5EP7NW
not attested not anchored not stored refs pending

Learning Service Selection Decision Making Behaviors During Scientific Workflow Development

Jia Zhang, Rahul Ramachandran, Seungwon Lee, Tsengdar J. Lee, Xihao Xie

arxiv:2404.00420 v1 · 2024-03-30 · cs.SE · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{FUKRRO2P7BOVRCEDWEHJ5EP7NW}

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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 2026-07-05T08:02:33.053026Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

2d1518bb4ff85d588883b10e9e91ff6d95cb5d73a60cf62fba8a9d89e77fcb44

Aliases

arxiv: 2404.00420 · arxiv_version: 2404.00420v1 · doi: 10.48550/arxiv.2404.00420 · pith_short_12: FUKRRO2P7BOV · pith_short_16: FUKRRO2P7BOVRCED · pith_short_8: FUKRRO2P
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/FUKRRO2P7BOVRCEDWEHJ5EP7NW \
  | 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: 2d1518bb4ff85d588883b10e9e91ff6d95cb5d73a60cf62fba8a9d89e77fcb44
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "0ab9f943c323ae4c94cf7fd0c52c6adbfa756d7e2974d0d9207b603add26c7f5",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-03-30T16:58:42Z",
    "title_canon_sha256": "dcb16f5b5c86e98ddf19f2261ba50bdd1e89c044a8bb8288d911bfbf094502f6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.00420",
    "kind": "arxiv",
    "version": 1
  }
}