Pith Number

pith:EJGBX333

pith:2024:EJGBX333CC4SMVEZIMFB25JOGN

not attested not anchored not stored refs pending

Federated Domain-Specific Knowledge Transfer on Large Language Models Using Synthetic Data

Dadi Guo, Hanlin Gu, Haoran Li, Lixin Fan, Qiang Yang, Xinyuan Zhao, Yangqiu Song, Yuxing Han, Ziqian Zeng

arxiv:2405.14212 v1 · 2024-05-23 · cs.CR · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EJGBX333CC4SMVEZIMFB25JOGN}

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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

Foundational Models and Federated Learning: Survey, Taxonomy, Challenges and Practical Insights

Receipt and verification

First computed	2026-07-05T08:22:11.681490Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

224c1bef7b10b9265499430a1d752e334732f815f528005401765838771e1b23

Aliases

arxiv: 2405.14212 · arxiv_version: 2405.14212v1 · doi: 10.48550/arxiv.2405.14212 · pith_short_12: EJGBX333CC4S · pith_short_16: EJGBX333CC4SMVEZ · pith_short_8: EJGBX333

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/EJGBX333CC4SMVEZIMFB25JOGN \
  | 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: 224c1bef7b10b9265499430a1d752e334732f815f528005401765838771e1b23

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d7cb9c4af76949518f39e624014c82e5fe355e045d713b718696d8c1381b3ad8",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-05-23T06:14:35Z",
    "title_canon_sha256": "b9e25df70b9db67cc3e14668b564beb6c4e7981b0aa4cfb8e26db775cdc523fd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.14212",
    "kind": "arxiv",
    "version": 1
  }
}