Pith Number

pith:YQHR5M5W

pith:2024:YQHR5M5WKX6HPT6V5BI45DIXT7

not attested not anchored not stored refs pending

Improving Adversarial Training using Vulnerability-Aware Perturbation Budget

Jin Tian, Modeste Atsague, Olukorede Fakorede

arxiv:2403.04070 v1 · 2024-03-06 · cs.LG · cs.AI · cs.CR · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YQHR5M5WKX6HPT6V5BI45DIXT7}

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.

Cited by

1 paper in Pith

Standard-Deviation-Inspired Regularization for Improving Adversarial Robustness

Receipt and verification

First computed	2026-07-05T07:53:17.919487Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c40f1eb3b655fc77cfd5e851ce8d179ffe2acbbc8e8c83b8d2021ec2bd6e61a9

Aliases

arxiv: 2403.04070 · arxiv_version: 2403.04070v1 · doi: 10.48550/arxiv.2403.04070 · pith_short_12: YQHR5M5WKX6H · pith_short_16: YQHR5M5WKX6HPT6V · pith_short_8: YQHR5M5W

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/YQHR5M5WKX6HPT6V5BI45DIXT7 \
  | 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: c40f1eb3b655fc77cfd5e851ce8d179ffe2acbbc8e8c83b8d2021ec2bd6e61a9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cd57f456a1a1504eed0e5f2ed6350c2610f57c156f6988b9fbcb9f2b2324fe44",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-06T21:50:52Z",
    "title_canon_sha256": "47da922515c17640cff85ffd56b241a5f768da4a04bfff636de951fb37da4c95"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.04070",
    "kind": "arxiv",
    "version": 1
  }
}