Pith Number

pith:WUFWBMFE

pith:2021:WUFWBMFE4TEFGFUXPN6CV636JO

not attested not anchored not stored refs pending

Federated Learning Meets Natural Language Processing: A Survey

He Zhang, Longxiang Gao, Mengqi Wang, Ming Liu, Stella Ho, Yuan Jin

arxiv:2107.12603 v1 · 2021-07-27 · cs.CL · cs.AI · 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{WUFWBMFE4TEFGFUXPN6CV636JO}

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

AdaBFL: Multi-Layer Defensive Adaptive Aggregation for Bzantine-Robust Federated Learning

Receipt and verification

First computed	2026-07-05T03:00:58.236772Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b50b60b0a4e4c85316977b7c2afb7e4b844d2a20b83179a09e07e4bdb2d12875

Aliases

arxiv: 2107.12603 · arxiv_version: 2107.12603v1 · doi: 10.48550/arxiv.2107.12603 · pith_short_12: WUFWBMFE4TEF · pith_short_16: WUFWBMFE4TEFGFUX · pith_short_8: WUFWBMFE

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/WUFWBMFE4TEFGFUXPN6CV636JO \
  | 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: b50b60b0a4e4c85316977b7c2afb7e4b844d2a20b83179a09e07e4bdb2d12875

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b90b405f423941c75b5f066d422d59c70c56376eea4fec4e94df62d52a13db6b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-07-27T05:07:48Z",
    "title_canon_sha256": "549f03f4bc4410c4debf2a9b68250a16de062154549068b859d63b3f18d72b73"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.12603",
    "kind": "arxiv",
    "version": 1
  }
}