Pith Number

pith:HYH2Q5ZZ

pith:2020:HYH2Q5ZZSKZGOGUEGTORYVV4OF

not attested not anchored not stored refs pending

Attacks Which Do Not Kill Training Make Adversarial Learning Stronger

Bo Han, Gang Niu, Jingfeng Zhang, Lizhen Cui, Masashi Sugiyama, Mohan Kankanhalli, Xilie Xu

arxiv:2002.11242 v2 · 2020-02-26 · 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{HYH2Q5ZZSKZGOGUEGTORYVV4OF}

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	2026-07-05T01:33:06.586292Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3e0fa8773992b2671a8434dd1c56bc716915e66d75e381f2bb9ddd0d1cfe750c

Aliases

arxiv: 2002.11242 · arxiv_version: 2002.11242v2 · doi: 10.48550/arxiv.2002.11242 · pith_short_12: HYH2Q5ZZSKZG · pith_short_16: HYH2Q5ZZSKZGOGUE · pith_short_8: HYH2Q5ZZ

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/HYH2Q5ZZSKZGOGUEGTORYVV4OF \
  | 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: 3e0fa8773992b2671a8434dd1c56bc716915e66d75e381f2bb9ddd0d1cfe750c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1f3300964e0cb6811fe3ad82f496eb1a0fdd7f6c5ac9f7bd7f65274765612eb7",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-02-26T01:04:38Z",
    "title_canon_sha256": "9a1920d581462e2a0dcfc9d72885f9a1ab963cc6c1d9843c3b1d252d17cc041c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.11242",
    "kind": "arxiv",
    "version": 2
  }
}