Pith. sign in
Pith Number

pith:ZSOCZVTO

pith:2024:ZSOCZVTOALX344NCI7CX5UIZ3R
not attested not anchored not stored refs pending

Behavior Backdoor for Deep Learning Models

Hao Liu, Jiakai Wang, Jian Yang, Pengfei Zhang, Renshuai Tao, Xianglong Liu, Yao Zhao, Yunchao Wei

arxiv:2412.01369 v1 · 2024-12-02 · cs.LG · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{ZSOCZVTOALX344NCI7CX5UIZ3R}

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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 2026-07-05T09:42:58.923400Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

cc9c2cd66e02efbe71a247c57ed119dc5332b2bb0ef678584bf0dcc0049bafad

Aliases

arxiv: 2412.01369 · arxiv_version: 2412.01369v1 · doi: 10.48550/arxiv.2412.01369 · pith_short_12: ZSOCZVTOALX3 · pith_short_16: ZSOCZVTOALX344NC · pith_short_8: ZSOCZVTO
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/ZSOCZVTOALX344NCI7CX5UIZ3R \
  | 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: cc9c2cd66e02efbe71a247c57ed119dc5332b2bb0ef678584bf0dcc0049bafad
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "108d592cd31ffc51c0e591976e86e47bd636e06f127fdf4eb7f51bf79a957b3f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-02T10:54:02Z",
    "title_canon_sha256": "46f505b5535f6b025541578d741743b19db493bbc9748f58502e203ffd5847b9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.01369",
    "kind": "arxiv",
    "version": 1
  }
}