Pith Number

pith:HZZWWUBJ

pith:2024:HZZWWUBJZHVZV3NDSDN7WXLRNA

not attested not anchored not stored refs pending

Safely Learning with Private Data: A Federated Learning Framework for Large Language Model

Hainan Zhang, Hongwei Zheng, JiaYing Zheng, Lingxiang Wang, Wangjie Qiu, Zhiming Zheng

arxiv:2406.14898 v4 · 2024-06-21 · 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{HZZWWUBJZHVZV3NDSDN7WXLRNA}

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

Split and Aggregation Learning for Foundation Models Over Mobile Embodied AI Network (MEAN): A Comprehensive Survey

Receipt and verification

First computed	2026-07-05T09:53:02.329848Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3e736b5029c9eb9aeda390dbfb5d716819470ceeaa0f70d3e77183bf3383bf57

Aliases

arxiv: 2406.14898 · arxiv_version: 2406.14898v4 · doi: 10.48550/arxiv.2406.14898 · pith_short_12: HZZWWUBJZHVZ · pith_short_16: HZZWWUBJZHVZV3ND · pith_short_8: HZZWWUBJ

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/HZZWWUBJZHVZV3NDSDN7WXLRNA \
  | 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: 3e736b5029c9eb9aeda390dbfb5d716819470ceeaa0f70d3e77183bf3383bf57

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9b613bc69ee224f9efa8894df1864952aea5bb5350fa0e8645ac2be68c75f157",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-06-21T06:43:15Z",
    "title_canon_sha256": "9174109d0818236e961dfb41a78074ca4ec10f0dbfe1492c984da9fe16a12dc6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.14898",
    "kind": "arxiv",
    "version": 4
  }
}