Pith Number

pith:JCCYBIFZ

pith:2023:JCCYBIFZCHJCEQM5BAIGPO3EIK

not attested not anchored not stored refs pending

FedBayes: A Zero-Trust Federated Learning Aggregation to Defend Against Adversarial Attacks

Abdul Rahman, Christopher Redino, Devin Quinn, Edward Bowen, Kevin Choi, Marc Vucovich

arxiv:2312.04587 v1 · 2023-12-04 · cs.CR · 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{JCCYBIFZCHJCEQM5BAIGPO3EIK}

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	2026-07-05T07:21:48.058261Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

488580a0b911d222419d081067bb64429b27c44b4298cecf020166e9535b97c0

Aliases

arxiv: 2312.04587 · arxiv_version: 2312.04587v1 · doi: 10.48550/arxiv.2312.04587 · pith_short_12: JCCYBIFZCHJC · pith_short_16: JCCYBIFZCHJCEQM5 · pith_short_8: JCCYBIFZ

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/JCCYBIFZCHJCEQM5BAIGPO3EIK \
  | 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: 488580a0b911d222419d081067bb64429b27c44b4298cecf020166e9535b97c0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e5faa57756f831465fb7aa08c40e504e8a10a8de9ce628825a77bd669b14593a",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2023-12-04T21:37:50Z",
    "title_canon_sha256": "27c105eb819f840b191cce7808e8bba3a1b62e4c71a7c8885dd91381b7d1a477"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.04587",
    "kind": "arxiv",
    "version": 1
  }
}