Pith. sign in
Pith Number

pith:SQDGIV4J

pith:2021:SQDGIV4JNIC26MF2HB6NBAZDFK
not attested not anchored not stored refs pending

DBIA: Data-free Backdoor Injection Attack against Transformer Networks

Hualong Ma, Jiachen Zhou, Kai Chen, Peizhuo Lv, Ruigang Liang, Shengzhi Zhang, Yunfei Yang

arxiv:2111.11870 v1 · 2021-11-22 · cs.CV · cs.CR · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{SQDGIV4JNIC26MF2HB6NBAZDFK}

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

Receipt and verification
First computed 2026-07-05T03:34:13.899052Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

94066457896a05af30ba387cd083232aa85fb673a5891fa3ed843bc92f703041

Aliases

arxiv: 2111.11870 · arxiv_version: 2111.11870v1 · doi: 10.48550/arxiv.2111.11870 · pith_short_12: SQDGIV4JNIC2 · pith_short_16: SQDGIV4JNIC26MF2 · pith_short_8: SQDGIV4J
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/SQDGIV4JNIC26MF2HB6NBAZDFK \
  | 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: 94066457896a05af30ba387cd083232aa85fb673a5891fa3ed843bc92f703041
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "9b80e60cf2da0bb748304251d1d9d6359c154bb21ed45d94cc9d4bd36a894fa8",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2021-11-22T08:13:51Z",
    "title_canon_sha256": "62802bb4bcc85877af31acf9305efaa00f8013b40acb05e4c88e77df8050bf4b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.11870",
    "kind": "arxiv",
    "version": 1
  }
}