Pith Number

pith:E2CEIY3N

pith:2024:E2CEIY3NNWVQDOORIHO44KWOQF

not attested not anchored not stored refs pending

FedMKT: Federated Mutual Knowledge Transfer for Large and Small Language Models

Guoqiang Ma, Hanlin Gu, Kai Chen, Lixin Fan, Qiang Yang, Tao Fan, Yan Kang, Yuanfeng Song

arxiv:2406.02224 v4 · 2024-06-04 · cs.CL · 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{E2CEIY3NNWVQDOORIHO44KWOQF}

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.

Cited by

1 paper in Pith

A Survey on Foundation Models for Personalized Federated Intelligence

Receipt and verification

First computed	2026-07-05T09:49:43.074823Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

268444636d6dab01b9d141ddce2ace81791808032b88cb8bc083a29f79931534

Aliases

arxiv: 2406.02224 · arxiv_version: 2406.02224v4 · doi: 10.48550/arxiv.2406.02224 · pith_short_12: E2CEIY3NNWVQ · pith_short_16: E2CEIY3NNWVQDOOR · pith_short_8: E2CEIY3N

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/E2CEIY3NNWVQDOORIHO44KWOQF \
  | 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: 268444636d6dab01b9d141ddce2ace81791808032b88cb8bc083a29f79931534

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9c05de69d7648e855cc3124f46933be050a31830d1e1ba4ef557ba30b1abe2c3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-06-04T11:36:09Z",
    "title_canon_sha256": "ea8bd948f824464b4641afa0e13fa3f41cd64554b0e1cf28550c54f6d9c5894c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.02224",
    "kind": "arxiv",
    "version": 4
  }
}