Pith Number

pith:XNBV3YIM

pith:2022:XNBV3YIMRLWWLD5NEXIOLXRXKQ

not attested not anchored not stored refs pending

Improving Adversarial Robustness by Putting More Regularizations on Less Robust Samples

Dongyoon Yang, Insung Kong, Yongdai Kim

arxiv:2206.03353 v4 · 2022-06-07 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XNBV3YIMRLWWLD5NEXIOLXRXKQ}

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	2026-07-05T06:16:10.531210Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bb435de10c8aed658fad25d0e5de37540adfe3e75d64e6af33a8caee004d8c26

Aliases

arxiv: 2206.03353 · arxiv_version: 2206.03353v4 · doi: 10.48550/arxiv.2206.03353 · pith_short_12: XNBV3YIMRLWW · pith_short_16: XNBV3YIMRLWWLD5N · pith_short_8: XNBV3YIM

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/XNBV3YIMRLWWLD5NEXIOLXRXKQ \
  | 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: bb435de10c8aed658fad25d0e5de37540adfe3e75d64e6af33a8caee004d8c26

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b79f5925740819c4ee18b3f5bdf0f06c0f0c1e3a2ee81470a52eb853f444b1e1",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-06-07T14:46:27Z",
    "title_canon_sha256": "2beefc02a079726298d6e5437f93f1978be130ad500270d3d62e44690dc15838"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.03353",
    "kind": "arxiv",
    "version": 4
  }
}