Pith Number

pith:OZI6FDWQ

pith:2018:OZI6FDWQ5Z2ARG4KMYBINT3MN3

not attested not anchored not stored refs pending

Detection of Adversarial Training Examples in Poisoning Attacks through Anomaly Detection

Andras Gyorgy, Andrea Paudice, Emil C. Lupu, Luis Mu\~noz-Gonz\'alez

arxiv:1802.03041 v1 · 2018-02-08 · stat.ML · 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{OZI6FDWQ5Z2ARG4KMYBINT3MN3}

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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

1 paper in Pith

Proof-of-Learning with Incentive Security

Receipt and verification

First computed	2026-05-18T00:23:27.100410Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7651e28ed0ee74089b8a660286cf6c6ef310b77e041be2e0510a3fbd3db343e4

Aliases

arxiv: 1802.03041 · arxiv_version: 1802.03041v1 · doi: 10.48550/arxiv.1802.03041 · pith_short_12: OZI6FDWQ5Z2A · pith_short_16: OZI6FDWQ5Z2ARG4K · pith_short_8: OZI6FDWQ

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/OZI6FDWQ5Z2ARG4KMYBINT3MN3 \
  | 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: 7651e28ed0ee74089b8a660286cf6c6ef310b77e041be2e0510a3fbd3db343e4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "69bde2393e34b20c0d4d603c5fe5e360ffc31095dfd2d0f30d07dfb2828ee047",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2018-02-08T20:34:19Z",
    "title_canon_sha256": "349c6c0f825cdba34c0106fe3b7f2f5770f66e817f4985a313ae25aaec244665"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1802.03041",
    "kind": "arxiv",
    "version": 1
  }
}