Pith Number

pith:HCDNGT5W

pith:2020:HCDNGT5WJ62IPBTLLISMM5AOOX

not attested not anchored not stored refs pending

Adversarial Robustness for Machine Learning Cyber Defenses Using Log Data

Jonathan Mullin, Kai Steverson, Metin Ahiskali

arxiv:2007.14983 v1 · 2020-07-29 · 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{HCDNGT5WJ62IPBTLLISMM5AOOX}

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	2026-07-05T01:23:20.745052Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3886d34fb64fb487866b5a24c6740e75e3326700700265de09632d43c7a957c0

Aliases

arxiv: 2007.14983 · arxiv_version: 2007.14983v1 · doi: 10.48550/arxiv.2007.14983 · pith_short_12: HCDNGT5WJ62I · pith_short_16: HCDNGT5WJ62IPBTL · pith_short_8: HCDNGT5W

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/HCDNGT5WJ62IPBTLLISMM5AOOX \
  | 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: 3886d34fb64fb487866b5a24c6740e75e3326700700265de09632d43c7a957c0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a7439bd35903c6810a399188e7600e0e8b3657d6c67b285174eb07adf751ed73",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-07-29T17:51:29Z",
    "title_canon_sha256": "2273adfcb897602778083a498a5f5341217c72bf4d81e6f5379c99c454287cac"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2007.14983",
    "kind": "arxiv",
    "version": 1
  }
}