Pith Number

pith:MM3UODIS

pith:2024:MM3UODISGSRCMRWZZQYG7KF2PY

not attested not anchored not stored refs pending

A Comprehensive Review of Adversarial Attacks on Machine Learning

Bhanuteja Akurathi, Bharathi Vokkaliga Ganesh, Prakhar Mishra, Ravi Anand, Sathyanarayana Sampath Kumar, Syed Quiser Ahmed

arxiv:2412.11384 v1 · 2024-12-16 · 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{MM3UODISGSRCMRWZZQYG7KF2PY}

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	2026-07-05T09:49:31.796993Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6337470d1234a22646d9cc306fa8ba7e20ff40b96dc8ebcf38ebb4cd7f714ba8

Aliases

arxiv: 2412.11384 · arxiv_version: 2412.11384v1 · doi: 10.48550/arxiv.2412.11384 · pith_short_12: MM3UODISGSRC · pith_short_16: MM3UODISGSRCMRWZ · pith_short_8: MM3UODIS

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/MM3UODISGSRCMRWZZQYG7KF2PY \
  | 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: 6337470d1234a22646d9cc306fa8ba7e20ff40b96dc8ebcf38ebb4cd7f714ba8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cc85c26ee38feca6a24da021e7003a78251080833107b9dc2bc99db0c7cb4dd0",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-12-16T02:27:54Z",
    "title_canon_sha256": "94187c9309989423b232ed16fca3345576caa626e1af303d8f72c14bbdf26f23"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.11384",
    "kind": "arxiv",
    "version": 1
  }
}