Pith Number

pith:7PFIW5NS

pith:2024:7PFIW5NSPOK4BYRYUCS6PTP5PT

not attested not anchored not stored refs pending

Federated Transformer: Multi-Party Vertical Federated Learning on Practical Fuzzily Linked Data

Bingsheng He, Junyi Hou, Yiqun Diao, Zhaomin Wu

arxiv:2410.17986 v1 · 2024-10-23 · cs.LG · cs.AI · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7PFIW5NSPOK4BYRYUCS6PTP5PT}

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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.

Cited by

1 paper in Pith

Unlearning Clients, Features and Samples in Vertical Federated Learning

Receipt and verification

First computed	2026-07-05T09:24:47.802060Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fbca8b75b27b95c0e238a0a5e7cdfd7cd6a1e66271094467992973bb2ba54112

Aliases

arxiv: 2410.17986 · arxiv_version: 2410.17986v1 · doi: 10.48550/arxiv.2410.17986 · pith_short_12: 7PFIW5NSPOK4 · pith_short_16: 7PFIW5NSPOK4BYRY · pith_short_8: 7PFIW5NS

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/7PFIW5NSPOK4BYRYUCS6PTP5PT \
  | 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: fbca8b75b27b95c0e238a0a5e7cdfd7cd6a1e66271094467992973bb2ba54112

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f633819f0dace15829614cc2f8e540ec8c0eeccea7dbdb5119506017db7aa415",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-23T16:00:14Z",
    "title_canon_sha256": "1606cb32196e7e8ce719bb2d9b2413d58d44f432b954f059dcc5de26bb4032be"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.17986",
    "kind": "arxiv",
    "version": 1
  }
}