Pith Number

pith:3WPVLAWK

pith:2025:3WPVLAWKIXVROGGNACCX7GLM7X

not attested not anchored not stored refs pending

Research on Large Language Model Cross-Cloud Privacy Protection and Collaborative Training based on Federated Learning

Juntian Liu, Xinhe Xu, Yihan Zhang, Yihong Jin, Ze Yang

arxiv:2503.12226 v1 · 2025-03-15 · 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{3WPVLAWKIXVROGGNACCX7GLM7X}

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

Safe and Adaptive Cloud Healing: Verifying LLM-Generated Recovery Plans with a Neural-Symbolic World Model

Receipt and verification

First computed	2026-07-05T10:32:07.809196Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dd9f5582ca45eb1718cd00857f996cfdf3b35e5786cbb7139374644012af7c78

Aliases

arxiv: 2503.12226 · arxiv_version: 2503.12226v1 · doi: 10.48550/arxiv.2503.12226 · pith_short_12: 3WPVLAWKIXVR · pith_short_16: 3WPVLAWKIXVROGGN · pith_short_8: 3WPVLAWK

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/3WPVLAWKIXVROGGNACCX7GLM7X \
  | 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: dd9f5582ca45eb1718cd00857f996cfdf3b35e5786cbb7139374644012af7c78

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8ae51965f6e270d731ccd7c03b696219b9c3bb00eb0320bef7e0db50f7f9784d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-03-15T18:44:50Z",
    "title_canon_sha256": "8a158f972a69bdbb089fa93cb7415513df4efa1e1ac2be6052adfa4df0f80d30"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.12226",
    "kind": "arxiv",
    "version": 1
  }
}