Pith Number

pith:3TDYIH3J

pith:2025:3TDYIH3JSL37OBVZDKOJW54FOX

not attested not anchored not stored refs pending

Federated Large Language Models: Feasibility, Robustness, Security and Future Directions

Guilin Deng, Lin Liu, Shaojing Fu, Shihong Wu, Silong Chen, Wenhao Jiang, Xinwen Gao, Xu Yang, Yuchuan Luo

arxiv:2505.08830 v1 · 2025-05-13 · 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{3TDYIH3JSL37OBVZDKOJW54FOX}

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

TIGER: Inverting Transformer Gradients via Embedding-Subspace Distance Optimization

Receipt and verification

First computed	2026-07-05T11:02:45.076773Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dcc7841f6992f7f706b91a9c9b778575d21260976baf21020b8df33e1a34c9a8

Aliases

arxiv: 2505.08830 · arxiv_version: 2505.08830v1 · doi: 10.48550/arxiv.2505.08830 · pith_short_12: 3TDYIH3JSL37 · pith_short_16: 3TDYIH3JSL37OBVZ · pith_short_8: 3TDYIH3J

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/3TDYIH3JSL37OBVZDKOJW54FOX \
  | 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: dcc7841f6992f7f706b91a9c9b778575d21260976baf21020b8df33e1a34c9a8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f54379afed8e77e96db53e0c98776f4582df00f57feb02097722b44960b61671",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-05-13T03:23:54Z",
    "title_canon_sha256": "e4ea31968e43b8ef49202c82ac1231c57ea42f629f6e8e060ced20fb835195ac"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.08830",
    "kind": "arxiv",
    "version": 1
  }
}