Pith. sign in
Pith Number

pith:2BHZKWGU

pith:2022:2BHZKWGUJX4NDFUPJKY7CX2WFF
not attested not anchored not stored refs pending

Holistic Approach to Measure Sample-level Adversarial Vulnerability and its Utility in Building Trustworthy Systems

Anirban Chakraborty, Gaurav Kumar Nayak, Himanshu Patil, Rohit Lal, Ruchit Rawal

arxiv:2205.02604 v1 · 2022-05-05 · cs.CV · cs.HC · cs.LG · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{2BHZKWGUJX4NDFUPJKY7CX2WFF}

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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 2026-07-05T04:20:39.141350Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d04f9558d44df8d1968f4ab1f15f56294b424405af799cf598af8b22e69cb5c4

Aliases

arxiv: 2205.02604 · arxiv_version: 2205.02604v1 · doi: 10.48550/arxiv.2205.02604 · pith_short_12: 2BHZKWGUJX4N · pith_short_16: 2BHZKWGUJX4NDFUP · pith_short_8: 2BHZKWGU
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/2BHZKWGUJX4NDFUPJKY7CX2WFF \
  | 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: d04f9558d44df8d1968f4ab1f15f56294b424405af799cf598af8b22e69cb5c4
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "3da11650f1210b02a670022496196161ad9a88e4abd7c867ac9660893b06ff85",
    "cross_cats_sorted": [
      "cs.HC",
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-05-05T12:36:17Z",
    "title_canon_sha256": "cac3b28d055fb3158c6e325b7a33e93b0a9d06ebddcda3f2939e1b4c5711bce8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.02604",
    "kind": "arxiv",
    "version": 1
  }
}