Pith Number

pith:BLQ32D5T

pith:2022:BLQ32D5TNOHYYML4UMNFGGZQXB

not attested not anchored not stored refs pending

Boosting Adversarial Robustness From The Perspective of Effective Margin Regularization

Antoni B. Chan, Ziquan Liu

arxiv:2210.05118 v1 · 2022-10-11 · cs.LG · cs.CV · 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{BLQ32D5TNOHYYML4UMNFGGZQXB}

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	2026-07-05T05:05:13.101814Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0ae1bd0fb36b8f8c317ca31a531b30b87f8af31c1e35e4006f32f2995f44b725

Aliases

arxiv: 2210.05118 · arxiv_version: 2210.05118v1 · doi: 10.48550/arxiv.2210.05118 · pith_short_12: BLQ32D5TNOHY · pith_short_16: BLQ32D5TNOHYYML4 · pith_short_8: BLQ32D5T

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/BLQ32D5TNOHYYML4UMNFGGZQXB \
  | 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: 0ae1bd0fb36b8f8c317ca31a531b30b87f8af31c1e35e4006f32f2995f44b725

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b948ec0dd7e51fa3b06a5f328326005e315debc49ec0aced767c3de659a58034",
    "cross_cats_sorted": [
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-11T03:16:56Z",
    "title_canon_sha256": "a2f54033be4bca5f2c420e16f130038afa762344691ea233334bf02279ac3c3a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.05118",
    "kind": "arxiv",
    "version": 1
  }
}