Pith Number

pith:BWTTIIZ7

pith:2019:BWTTIIZ7SQLSORPUFKI2FHCJAY

not attested not anchored not stored refs pending

Invisible Backdoor Attacks on Deep Neural Networks via Steganography and Regularization

Benjamin Zi Hao Zhao, Haojin Zhu, Minhui Xue, Shaofeng Li, Xinpeng Zhang

arxiv:1909.02742 v3 · 2019-09-06 · cs.CR · cs.CV · cs.LG

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\usepackage{pith}
\pithnumber{BWTTIIZ7SQLSORPUFKI2FHCJAY}

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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.

Cited by

1 paper in Pith

A Systematic Review of Poisoning Attacks Against Large Language Models

Receipt and verification

First computed	2026-07-05T01:31:21.900494Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0da734233f94172745f42a91a29c49060526f7107144bba6ee8f9c379f3728ef

Aliases

arxiv: 1909.02742 · arxiv_version: 1909.02742v3 · doi: 10.48550/arxiv.1909.02742 · pith_short_12: BWTTIIZ7SQLS · pith_short_16: BWTTIIZ7SQLSORPU · pith_short_8: BWTTIIZ7

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/BWTTIIZ7SQLSORPUFKI2FHCJAY \
  | 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: 0da734233f94172745f42a91a29c49060526f7107144bba6ee8f9c379f3728ef

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "71fe4b20f2067f83805659267d05b0f2136087e683eb97ad0bc2a20ee0ef6bd3",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2019-09-06T07:11:26Z",
    "title_canon_sha256": "59d67aa9683f89976a7cc89e81fde3fa234573326ca015f0f600b1ae08bb2843"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1909.02742",
    "kind": "arxiv",
    "version": 3
  }
}