Pith Number

pith:ZFJ2DMLI

pith:2021:ZFJ2DMLIE4UJNNBUZQPRJLWL4P

not attested not anchored not stored refs pending

ML Attack Models: Adversarial Attacks and Data Poisoning Attacks

Jing Lin, Kaiqi Xiong, Long Dang, Mohamed Rahouti

arxiv:2112.02797 v1 · 2021-12-06 · cs.LG · cs.CR

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZFJ2DMLIE4UJNNBUZQPRJLWL4P}

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

2 papers in Pith

Comparative Insights on Adversarial Machine Learning from Industry and Academia: A User-Study Approach

SoK: A Comprehensive Analysis of the Current Status of Neural Tangent Generalization Attacks with Research Directions

Receipt and verification

First computed	2026-07-05T03:37:57.862546Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c953a1b168272896b434cc1f14aecbe3cbe93f3554b4dd2f633b20277d9eb8cd

Aliases

arxiv: 2112.02797 · arxiv_version: 2112.02797v1 · doi: 10.48550/arxiv.2112.02797 · pith_short_12: ZFJ2DMLIE4UJ · pith_short_16: ZFJ2DMLIE4UJNNBU · pith_short_8: ZFJ2DMLI

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/ZFJ2DMLIE4UJNNBUZQPRJLWL4P \
  | 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: c953a1b168272896b434cc1f14aecbe3cbe93f3554b4dd2f633b20277d9eb8cd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "295be34cca2ec352dc3b86432fd9752d04c83a69acf189266419478a712a4636",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-06T05:59:30Z",
    "title_canon_sha256": "6e38854c44daae38c963f4bd18d3c6b7499916875a5f4f849e7585eda4f332ab"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.02797",
    "kind": "arxiv",
    "version": 1
  }
}