Pith Number

pith:Q5PP7UIQ

pith:2025:Q5PP7UIQBXOG46QRLCBHN24SZU

not attested not anchored not stored refs pending

Federated Learning-Based Data Collaboration Method for Enhancing Edge Cloud AI System Security Using Large Language Models

Cheng Ji, Huaiying Luo

arxiv:2506.18087 v1 · 2025-06-22 · cs.CR · 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{Q5PP7UIQBXOG46QRLCBHN24SZU}

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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

Exploring Reasoning-Infused Text Embedding with Large Language Models for Zero-Shot Dense Retrieval

Receipt and verification

First computed	2026-07-05T11:25:28.250499Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

875effd1100ddc6e7a11588276eb92cd1ee4ca72e3ef117d7cad0068462a8ac1

Aliases

arxiv: 2506.18087 · arxiv_version: 2506.18087v1 · doi: 10.48550/arxiv.2506.18087 · pith_short_12: Q5PP7UIQBXOG · pith_short_16: Q5PP7UIQBXOG46QR · pith_short_8: Q5PP7UIQ

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/Q5PP7UIQBXOG46QRLCBHN24SZU \
  | 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: 875effd1100ddc6e7a11588276eb92cd1ee4ca72e3ef117d7cad0068462a8ac1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "566ace1981d221cf14ee44a94d6aa25f56daab65943aa1dd8ffb9aa71f024e7d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-06-22T16:23:45Z",
    "title_canon_sha256": "e81e92bf862bcbda3a5622075e3e3bf9733a4c635a578b000265c9d8a86b8123"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.18087",
    "kind": "arxiv",
    "version": 1
  }
}