Pith Number

pith:ZNPFJ6JH

pith:2019:ZNPFJ6JHJ37AIBWCF4TOYUMW22

not attested not anchored not stored refs pending

Man-in-the-Middle Attacks against Machine Learning Classifiers via Malicious Generative Models

Chaoran Li, Derui (Derek) Wang, Sheng Wen, Surya Nepal, Yang Xiang

arxiv:1910.06838 v1 · 2019-10-14 · cs.CR · 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{ZNPFJ6JHJ37AIBWCF4TOYUMW22}

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	2026-07-05T00:12:15.848816Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cb5e54f9274efe0406c22f26ec5196d6a7b25fdde08efb6e8d84cbffff4d2a3e

Aliases

arxiv: 1910.06838 · arxiv_version: 1910.06838v1 · doi: 10.48550/arxiv.1910.06838 · pith_short_12: ZNPFJ6JHJ37A · pith_short_16: ZNPFJ6JHJ37AIBWC · pith_short_8: ZNPFJ6JH

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/ZNPFJ6JHJ37AIBWCF4TOYUMW22 \
  | 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: cb5e54f9274efe0406c22f26ec5196d6a7b25fdde08efb6e8d84cbffff4d2a3e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "72779269e445a148a1e5bc2b54c568949373e71b002949eeefe5a6882401de09",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2019-10-14T05:04:37Z",
    "title_canon_sha256": "3b0e1c1b57df83b956ac5b30f7e83af71a38def7fa0dc0dd82d507eb6d570f0e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.06838",
    "kind": "arxiv",
    "version": 1
  }
}