Pith Number

pith:64DODCHC

pith:2018:64DODCHCT3Z53CC5VSLQXSIVQF

not attested not anchored not stored refs pending

Using Randomness to Improve Robustness of Machine-Learning Models Against Evasion Attacks

Fan Yang, Zhiyuan Chen

arxiv:1808.03601 v1 · 2018-08-10 · cs.CR · 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{64DODCHCT3Z53CC5VSLQXSIVQF}

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	2026-05-18T00:08:24.586006Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f706e188e29ef3dd885dac970bc9158169b70407b509f5b034c287af1277d4b6

Aliases

arxiv: 1808.03601 · arxiv_version: 1808.03601v1 · doi: 10.48550/arxiv.1808.03601 · pith_short_12: 64DODCHCT3Z5 · pith_short_16: 64DODCHCT3Z53CC5 · pith_short_8: 64DODCHC

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/64DODCHCT3Z53CC5VSLQXSIVQF \
  | 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: f706e188e29ef3dd885dac970bc9158169b70407b509f5b034c287af1277d4b6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "04320c1a179d00a882c95c23474ab213ea58e9aed5af9eacb345a4e000e1b2b0",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2018-08-10T15:59:31Z",
    "title_canon_sha256": "7b8c4b1ae1fff3a68c84306a8b5b309b17ecb80366ae5266ec6b5f0204ad8a5b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1808.03601",
    "kind": "arxiv",
    "version": 1
  }
}