Pith Number

pith:CWXLYL4M

pith:2018:CWXLYL4MMLLI4WVDXDTQH6QSIN

not attested not anchored not stored refs pending

Robustifying Models Against Adversarial Attacks by Langevin Dynamics

Arturo Marban, Klaus-Robert M\"uller, Shinichi Nakajima, Vignesh Srinivasan, Wojciech Samek

arxiv:1805.12017 v2 · 2018-05-30 · 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{CWXLYL4MMLLI4WVDXDTQH6QSIN}

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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.

Receipt and verification

First computed	2026-05-17T23:44:04.678382Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

15aebc2f8c62d68e5aa3b8e703fa12436bfbdd473eccc59fda985516e5afc485

Aliases

arxiv: 1805.12017 · arxiv_version: 1805.12017v2 · doi: 10.48550/arxiv.1805.12017 · pith_short_12: CWXLYL4MMLLI · pith_short_16: CWXLYL4MMLLI4WVD · pith_short_8: CWXLYL4M

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/CWXLYL4MMLLI4WVDXDTQH6QSIN \
  | 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: 15aebc2f8c62d68e5aa3b8e703fa12436bfbdd473eccc59fda985516e5afc485

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4e4e2b0a43d9709bbdd282452f78df494c311fa612a9cff54a8f559c2d7b789b",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-05-30T15:01:38Z",
    "title_canon_sha256": "985d1f2cb69ec1a64aeaf275a63e5912784f4bc9abd7c2561995487c8ea348fd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1805.12017",
    "kind": "arxiv",
    "version": 2
  }
}