Pith. sign in
Pith Number

pith:UZ6LQAKQ

pith:2024:UZ6LQAKQUQM7WJRSDA2L2VCOMY
not attested not anchored not stored refs pending

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users

Wataru Kawabe, Yusuke Sugano

arxiv:2411.18908 v2 · 2024-11-28 · cs.HC

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{UZ6LQAKQUQM7WJRSDA2L2VCOMY}

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 2026-07-05T09:43:37.735031Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

a67cb80150a419fb26321834bd544e6631b745343736b360792208f204d621fb

Aliases

arxiv: 2411.18908 · arxiv_version: 2411.18908v2 · doi: 10.48550/arxiv.2411.18908 · pith_short_12: UZ6LQAKQUQM7 · pith_short_16: UZ6LQAKQUQM7WJRS · pith_short_8: UZ6LQAKQ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/UZ6LQAKQUQM7WJRSDA2L2VCOMY \
  | 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: a67cb80150a419fb26321834bd544e6631b745343736b360792208f204d621fb
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "b00da66f64516a10006d310ab026e9aec544a72f3c9ee6f8ccc1c3f850456177",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.HC",
    "submitted_at": "2024-11-28T04:50:13Z",
    "title_canon_sha256": "a85b39c4cb046b7d36692aa2a0f515e51ad612045ca428ef8e6ec41ad2f8bfa9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.18908",
    "kind": "arxiv",
    "version": 2
  }
}