Pith Number

pith:L24I7EXO

pith:2025:L24I7EXOROVXMPKKTS3KN263MY

not attested not anchored not stored refs pending

Provably effective detection of effective data poisoning attacks

Callen MacPhee, Jonathan Gallagher, Michael Warren, Yasaman Esfandiari

arxiv:2501.11795 v1 · 2025-01-21 · cs.CR · cs.CV · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{L24I7EXOROVXMPKKTS3KN263MY}

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	2026-07-05T10:03:13.958684Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5eb88f92ee8bab763d4a9cb6a6ebdb6607405fd8b0f67aa4f145c1e96c7045b0

Aliases

arxiv: 2501.11795 · arxiv_version: 2501.11795v1 · doi: 10.48550/arxiv.2501.11795 · pith_short_12: L24I7EXOROVX · pith_short_16: L24I7EXOROVXMPKK · pith_short_8: L24I7EXO

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/L24I7EXOROVXMPKKTS3KN263MY \
  | 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: 5eb88f92ee8bab763d4a9cb6a6ebdb6607405fd8b0f67aa4f145c1e96c7045b0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "df6b6d0e3e2ca32d6a0f57dae1b343e6d93d1eead3c5cb4c64cee1c1fa490a08",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-01-21T00:07:55Z",
    "title_canon_sha256": "b1d736cfbb1e643bde0e1359a9c50f426418f0e2f321c8a5e29908760aa51a8f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.11795",
    "kind": "arxiv",
    "version": 1
  }
}