Pith Number

pith:IBLMQEVF

pith:2024:IBLMQEVFPH7QBYYUVVPHNW24MT

not attested not anchored not stored refs pending

A Web-Based Solution for Federated Learning with LLM-Based Automation

Chamith Mawela, Chaouki Ben Issaid, Mehdi Bennis

arxiv:2408.13010 v1 · 2024-08-23 · cs.LG · stat.AP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IBLMQEVFPH7QBYYUVVPHNW24MT}

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

Cross-Cloud Data Privacy Protection: Optimizing Collaborative Mechanisms of AI Systems by Integrating Federated Learning and LLMs

Receipt and verification

First computed	2026-07-05T08:58:33.811102Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4056c812a579ff00e314ad5e76db5c64c055a099100fbc86de2e2b2efc77c89e

Aliases

arxiv: 2408.13010 · arxiv_version: 2408.13010v1 · doi: 10.48550/arxiv.2408.13010 · pith_short_12: IBLMQEVFPH7Q · pith_short_16: IBLMQEVFPH7QBYYU · pith_short_8: IBLMQEVF

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/IBLMQEVFPH7QBYYUVVPHNW24MT \
  | 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: 4056c812a579ff00e314ad5e76db5c64c055a099100fbc86de2e2b2efc77c89e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "41ceeeb1d3f8484750d18a481e4932d54b9f6a573f66cfcf0137aefde909215f",
    "cross_cats_sorted": [
      "stat.AP"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-23T11:57:02Z",
    "title_canon_sha256": "f8c28142dba906266a3dfa1cc0cd59c5180c3d5c8caef0822488f6a26f7c01f7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.13010",
    "kind": "arxiv",
    "version": 1
  }
}