Pith Number

pith:RP5QMMLW

pith:2018:RP5QMMLWN2DI2QDWMOT2VSGOIY

not attested not anchored not stored refs pending

An Optimal Control View of Adversarial Machine Learning

Xiaojin Zhu

arxiv:1811.04422 v1 · 2018-11-11 · 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{RP5QMMLWN2DI2QDWMOT2VSGOIY}

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	2026-05-18T00:01:05.211580Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8bfb0631766e868d407663a7aac8ce46130df880bf7ed6238f4bf2b7ffce0751

Aliases

arxiv: 1811.04422 · arxiv_version: 1811.04422v1 · doi: 10.48550/arxiv.1811.04422 · pith_short_12: RP5QMMLWN2DI · pith_short_16: RP5QMMLWN2DI2QDW · pith_short_8: RP5QMMLW

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/RP5QMMLWN2DI2QDWMOT2VSGOIY \
  | 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: 8bfb0631766e868d407663a7aac8ce46130df880bf7ed6238f4bf2b7ffce0751

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b2d9aff7a568a4cfa6e880b0b159dc52cdcdd4de13f29d3231345867f43f0e3c",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-11-11T14:28:34Z",
    "title_canon_sha256": "4801fd5cb79fe977f8df321a1e230626c9e7ab1e564f7c3d9be29801a33b1b57"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1811.04422",
    "kind": "arxiv",
    "version": 1
  }
}