Pith Number

pith:Z2ZX3CCM

pith:2021:Z2ZX3CCMBYKZR3NVX6HTETVQQB

not attested not anchored not stored refs pending

Bristle: Decentralized Federated Learning in Byzantine, Non-i.i.d. Environments

Johan Pouwelse, Joost Verbraeken, Martijn de Vos

arxiv:2110.11006 v1 · 2021-10-21 · cs.DC · 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{Z2ZX3CCMBYKZR3NVX6HTETVQQB}

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

BoBa: Boosting Backdoor Detection through Data Distribution Inference in Federated Learning

Receipt and verification

First computed	2026-07-05T03:24:35.095667Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ceb37d884c0e1598edb5bf8f324eb080618f84b0b2292af2a92e6d5908a8f957

Aliases

arxiv: 2110.11006 · arxiv_version: 2110.11006v1 · doi: 10.48550/arxiv.2110.11006 · pith_short_12: Z2ZX3CCMBYKZ · pith_short_16: Z2ZX3CCMBYKZR3NV · pith_short_8: Z2ZX3CCM

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/Z2ZX3CCMBYKZR3NVX6HTETVQQB \
  | 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: ceb37d884c0e1598edb5bf8f324eb080618f84b0b2292af2a92e6d5908a8f957

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "af79de7f0473d231b85b285096ba3bb50588e81c3487fba3145b839c48070332",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2021-10-21T09:20:48Z",
    "title_canon_sha256": "a6b4415010c4b3c8a97ac35d075463f1f8a65d457842085e16a42ed8e23c2e58"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.11006",
    "kind": "arxiv",
    "version": 1
  }
}