Pith Number

pith:3SW7GDK2

pith:2023:3SW7GDK2FJAEOU2B3KXEUNU4RL

not attested not anchored not stored refs pending

Contribution Evaluation in Federated Learning: Examining Current Approaches

Jonathan Passerat-Palmbach, Vasilis Siomos

arxiv:2311.09856 v1 · 2023-11-16 · cs.LG · cs.DC · cs.GT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3SW7GDK2FJAEOU2B3KXEUNU4RL}

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	2026-07-05T07:13:33.905232Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dcadf30d5a2a40475341daae4a369c8adb101161619d75a22a091889828bd265

Aliases

arxiv: 2311.09856 · arxiv_version: 2311.09856v1 · doi: 10.48550/arxiv.2311.09856 · pith_short_12: 3SW7GDK2FJAE · pith_short_16: 3SW7GDK2FJAEOU2B · pith_short_8: 3SW7GDK2

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/3SW7GDK2FJAEOU2B3KXEUNU4RL \
  | 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: dcadf30d5a2a40475341daae4a369c8adb101161619d75a22a091889828bd265

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d317051bb3bf0f96907e97c976df6cbf2ff3608a5288bf6cc873f66382faf981",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.GT"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-16T12:32:44Z",
    "title_canon_sha256": "6b47d850d03a09e1e8fc897c4d1a453b0cdf67bd27332492eebb866740dc13f1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.09856",
    "kind": "arxiv",
    "version": 1
  }
}