Pith Number

pith:JBVVE5JR

pith:2022:JBVVE5JRRU4BIUNFUDAPJTEL4X

not attested not anchored not stored refs pending

Wild Patterns Reloaded: A Survey of Machine Learning Security against Training Data Poisoning

Alina Oprea, Ambra Demontis, Antonio Emanuele Cin\`a, Battista Biggio, Bernhard A. Moser, Fabio Roli, Kathrin Grosse, Marcello Pelillo, Sebastiano Vascon, Werner Zellinger

arxiv:2205.01992 v3 · 2022-05-04 · cs.LG · cs.AI · 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{JBVVE5JRRU4BIUNFUDAPJTEL4X}

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	2026-07-05T05:49:28.669761Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

486b5275318d381451a5a0c0f4cc8be5ca8a2aac087bd3f21809a47acf0aa513

Aliases

arxiv: 2205.01992 · arxiv_version: 2205.01992v3 · doi: 10.48550/arxiv.2205.01992 · pith_short_12: JBVVE5JRRU4B · pith_short_16: JBVVE5JRRU4BIUNF · pith_short_8: JBVVE5JR

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/JBVVE5JRRU4BIUNFUDAPJTEL4X \
  | 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: 486b5275318d381451a5a0c0f4cc8be5ca8a2aac087bd3f21809a47acf0aa513

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8864589d216092a686c1e1bae6a98974957775a8512d64efc9704fba72d8d0c2",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-04T11:00:26Z",
    "title_canon_sha256": "ec584cc15e03ee6f6f3fa819f97ca82a747372e953ef2b97aa0bff280b5fd5c2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.01992",
    "kind": "arxiv",
    "version": 3
  }
}