Pith Number

pith:4WI2WJBH

pith:2025:4WI2WJBHB7DPSWGY7NFQ4SVP3C

not attested not anchored not stored refs pending

DBA-DFL: Towards Distributed Backdoor Attacks with Network Detection in Decentralized Federated Learning

Bohan Liu, Bo Hui, Ruimeng Ye, Xiaolong Ma, Yang Xiao, Zinan Ling

arxiv:2501.15005 v2 · 2025-01-25 · 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{4WI2WJBHB7DPSWGY7NFQ4SVP3C}

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	2026-07-05T11:31:42.830966Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e591ab24270fc6f958d8fb4b0e4aafd89fa1498ae7bcc605333ef8a6d4170fd5

Aliases

arxiv: 2501.15005 · arxiv_version: 2501.15005v2 · doi: 10.48550/arxiv.2501.15005 · pith_short_12: 4WI2WJBHB7DP · pith_short_16: 4WI2WJBHB7DPSWGY · pith_short_8: 4WI2WJBH

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/4WI2WJBHB7DPSWGY7NFQ4SVP3C \
  | 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: e591ab24270fc6f958d8fb4b0e4aafd89fa1498ae7bcc605333ef8a6d4170fd5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3154b323c8b302f3dba0cd1807ce2851d5d6945af2e2a7671a8434d5cdaa1cf3",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-25T00:47:37Z",
    "title_canon_sha256": "6561f3ff425563be3a9bb13012c8003d933849156758c324c684b8ed03e06253"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.15005",
    "kind": "arxiv",
    "version": 2
  }
}