Pith Number

pith:YZQ3J4QE

pith:2024:YZQ3J4QEWBTPAP4X26TFS7FDCP

not attested not anchored not stored refs pending

FLMarket: Enabling Privacy-preserved Pre-training Data Pricing for Federated Learning

Bin Qian, Chang Xu, Cong Wang, Di Wu, Haozhen Hu, Shouling Ji, Wanglei Feng, Zhen Hong, Zhenyu Wen

arxiv:2411.11713 v1 · 2024-11-18 · cs.LG · cs.DC

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YZQ3J4QEWBTPAP4X26TFS7FDCP}

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	2026-07-05T09:37:00.012414Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c661b4f204b066f03f97d7a6597ca313ffbadacadb55addb96f43549071403bc

Aliases

arxiv: 2411.11713 · arxiv_version: 2411.11713v1 · doi: 10.48550/arxiv.2411.11713 · pith_short_12: YZQ3J4QEWBTP · pith_short_16: YZQ3J4QEWBTPAP4X · pith_short_8: YZQ3J4QE

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/YZQ3J4QEWBTPAP4X26TFS7FDCP \
  | 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: c661b4f204b066f03f97d7a6597ca313ffbadacadb55addb96f43549071403bc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6cdff6a1f7eafed06215c1decf23cec694895cb9debc36c7f50e2f85a8765481",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-18T16:37:41Z",
    "title_canon_sha256": "141ff78a3dd9b0b87b1b7c96bbe4085dc50d1d7371c70443cc8735df6931f4bf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.11713",
    "kind": "arxiv",
    "version": 1
  }
}