Pith Number

pith:L5HIA2TT

pith:2022:L5HIA2TT7ESYGSCQV3YHOJBTJY

not attested not anchored not stored refs pending

Indiscriminate Data Poisoning Attacks on Neural Networks

Gautam Kamath, Yaoliang Yu, Yiwei Lu

arxiv:2204.09092 v2 · 2022-04-19 · 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{L5HIA2TT7ESYGSCQV3YHOJBTJY}

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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

Stress-Testing ML Pipelines with Adversarial Data Corruption

Receipt and verification

First computed	2026-07-05T07:45:24.878738Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5f4e806a73f925834850aef07724334e3ea0e906ffbc7cd00e72b01b8f3f4813

Aliases

arxiv: 2204.09092 · arxiv_version: 2204.09092v2 · doi: 10.48550/arxiv.2204.09092 · pith_short_12: L5HIA2TT7ESY · pith_short_16: L5HIA2TT7ESYGSCQ · pith_short_8: L5HIA2TT

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/L5HIA2TT7ESYGSCQV3YHOJBTJY \
  | 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: 5f4e806a73f925834850aef07724334e3ea0e906ffbc7cd00e72b01b8f3f4813

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "46883d28052437e1e2830305b48d4adc48cae7ee21a7ec4f1316a151687bf0c1",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-04-19T18:57:26Z",
    "title_canon_sha256": "fc0ec5723d3983514b130ccdba63d0234658bc6b20753fe66070ac25e3e26f35"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.09092",
    "kind": "arxiv",
    "version": 2
  }
}