Pith Number

pith:7R5GGT2K

pith:2018:7R5GGT2K2PJBRYY5NNYIJ6NH7M

not attested not anchored not stored refs pending

Parametric Noise Injection: Trainable Randomness to Improve Deep Neural Network Robustness against Adversarial Attack

Adnan Siraj Rakin, Deliang Fan, Zhezhi He

arxiv:1811.09310 v1 · 2018-11-22 · cs.LG · cs.CR · cs.CV

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7R5GGT2K2PJBRYY5NNYIJ6NH7M}

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	2026-05-18T00:00:03.712918Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fc7a634f4ad3d218e31d6b7084f9a7fb320ba5b1a4a3f7836878fde64790d959

Aliases

arxiv: 1811.09310 · arxiv_version: 1811.09310v1 · doi: 10.48550/arxiv.1811.09310 · pith_short_12: 7R5GGT2K2PJB · pith_short_16: 7R5GGT2K2PJBRYY5 · pith_short_8: 7R5GGT2K

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/7R5GGT2K2PJBRYY5NNYIJ6NH7M \
  | 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: fc7a634f4ad3d218e31d6b7084f9a7fb320ba5b1a4a3f7836878fde64790d959

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "809942f39d928281176a0f71e117e9c4ea429f1cdbc6725b6a5adb276727194d",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-11-22T21:10:52Z",
    "title_canon_sha256": "ce4c3dd62b9c0c8dc678323a21c49ca71bc2d6b6634e7282e436d0f118cdf571"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1811.09310",
    "kind": "arxiv",
    "version": 1
  }
}