Pith Number

pith:LQLKMQAT

pith:2024:LQLKMQATRL3ONTOA5H4NKST2XW

not attested not anchored not stored refs pending

Federated Learning in Healthcare: Model Misconducts, Security, Challenges, Applications, and Future Research Directions -- A Systematic Review

Koushik Biswas, Lamia Tasnim, Md Khairul Islam, Md Mahfuz Ahmed, MD Manjurul Ahsan, Md Maruf Hossain, Md Shahin Ali, Ronok Hashan, Sadia Afrin, Shivakumar Raman

arxiv:2405.13832 v1 · 2024-05-22 · cs.CR · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LQLKMQATRL3ONTOA5H4NKST2XW}

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.

Receipt and verification

First computed	2026-07-05T08:22:07.476098Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5c16a640138af6e6cdc0e9f8d54a7abdb1803e5a39a7479cec814bae69be08e1

Aliases

arxiv: 2405.13832 · arxiv_version: 2405.13832v1 · doi: 10.48550/arxiv.2405.13832 · pith_short_12: LQLKMQATRL3O · pith_short_16: LQLKMQATRL3ONTOA · pith_short_8: LQLKMQAT

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/LQLKMQATRL3ONTOA5H4NKST2XW \
  | 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: 5c16a640138af6e6cdc0e9f8d54a7abdb1803e5a39a7479cec814bae69be08e1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8eae64f01a5978dc452cdbb417a0579b0d08edfee64e3c89d584e4e0b011870f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-05-22T16:59:50Z",
    "title_canon_sha256": "07b49e36b412bf225cd412acc40daa0cdb9d56e7f8132b33d72a119c8c100c68"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.13832",
    "kind": "arxiv",
    "version": 1
  }
}