Pith Number

pith:UYGSW2SR

pith:2024:UYGSW2SRZUTT3BLMSRPPZZ253Q

not attested not anchored not stored refs pending

Standard-Deviation-Inspired Regularization for Improving Adversarial Robustness

Jin Tian, Modeste Atsague, Olukorede Fakorede

arxiv:2412.19947 v1 · 2024-12-27 · cs.LG · cs.AI · cs.CR · 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{UYGSW2SRZUTT3BLMSRPPZZ253Q}

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	2026-07-05T09:54:52.162727Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a60d2b6a51cd273d856c945efce75ddc14c0f8b159d7af70625c04a04ad8c3b3

Aliases

arxiv: 2412.19947 · arxiv_version: 2412.19947v1 · doi: 10.48550/arxiv.2412.19947 · pith_short_12: UYGSW2SRZUTT · pith_short_16: UYGSW2SRZUTT3BLM · pith_short_8: UYGSW2SR

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/UYGSW2SRZUTT3BLMSRPPZZ253Q \
  | 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: a60d2b6a51cd273d856c945efce75ddc14c0f8b159d7af70625c04a04ad8c3b3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "017cd46024096297315676e649b0b471095f699ff2a901b1b7303b25b0159bb2",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR",
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-27T22:59:21Z",
    "title_canon_sha256": "b3630b097ae6d754577105f29f1a7e515e78d9a2a1b76fd7eed6b47cf99d9cc4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.19947",
    "kind": "arxiv",
    "version": 1
  }
}