Pith Number

pith:BIHBH2SP

pith:2024:BIHBH2SP2CT5MPBX6ML2G6O7DF

not attested not anchored not stored refs pending

How to Defend Against Large-scale Model Poisoning Attacks in Federated Learning: A Vertical Solution

Fengli Zhang, Jinbo Wang, Ruijin Wang

arxiv:2411.10673 v1 · 2024-11-16 · cs.LG · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BIHBH2SP2CT5MPBX6ML2G6O7DF}

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	2026-07-05T09:36:51.524221Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0a0e13ea4fd0a7d63c37f317a379df1960ecd762b368f3f099f966c1b195d987

Aliases

arxiv: 2411.10673 · arxiv_version: 2411.10673v1 · doi: 10.48550/arxiv.2411.10673 · pith_short_12: BIHBH2SP2CT5 · pith_short_16: BIHBH2SP2CT5MPBX · pith_short_8: BIHBH2SP

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/BIHBH2SP2CT5MPBX6ML2G6O7DF \
  | 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: 0a0e13ea4fd0a7d63c37f317a379df1960ecd762b368f3f099f966c1b195d987

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b45b4ddbae64dce245c05f03c6e8557d4046e047a21bd6444fc7ba07069a654c",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-16T02:25:05Z",
    "title_canon_sha256": "c84847b3b286dde9f1403ecd2bd3e964af1e25c7a2ef20c19df86084716271ec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.10673",
    "kind": "arxiv",
    "version": 1
  }
}