Pith Number

pith:IHFHFIT4

pith:2022:IHFHFIT4J6WN552BQRGWCFP3C7

not attested not anchored not stored refs pending

SemiPFL: Personalized Semi-Supervised Federated Learning Framework for Edge Intelligence

Arvin Tashakori, Peyman Servati, Wenwen Zhang, Z. Jane Wang

arxiv:2203.08176 v2 · 2022-03-15 · cs.LG · cs.AI · cs.CR · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IHFHFIT4J6WN552BQRGWCFP3C7}

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	2026-07-05T05:17:25.802012Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

41ca72a27c4facdef741844d6115fb17d998fa569ee4882fa7100c07e958fc5c

Aliases

arxiv: 2203.08176 · arxiv_version: 2203.08176v2 · doi: 10.48550/arxiv.2203.08176 · pith_short_12: IHFHFIT4J6WN · pith_short_16: IHFHFIT4J6WN552B · pith_short_8: IHFHFIT4

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/IHFHFIT4J6WN552BQRGWCFP3C7 \
  | 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: 41ca72a27c4facdef741844d6115fb17d998fa569ee4882fa7100c07e958fc5c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f086b6e45b910d5ff9515dabe7577f11eaa1cdcce38d4e30044c9e0185581b30",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR",
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-03-15T18:09:15Z",
    "title_canon_sha256": "17c0d479ec14435086ee5b70ec67d5d8868dbb166e3d61be48d1f6042da313df"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.08176",
    "kind": "arxiv",
    "version": 2
  }
}