Pith. sign in
Pith Number

pith:MHLJNZQH

pith:2024:MHLJNZQHHNXWUGKI7MPVUC65DV
not attested not anchored not stored refs pending

PGD-Imp: Rethinking and Unleashing Potential of Classic PGD with Dual Strategies for Imperceptible Adversarial Attacks

Jin Li, Xiangui Kang, Ziqiang He, Zitong Yu, Z. Jane Wang

arxiv:2412.11168 v3 · 2024-12-15 · cs.LG · cs.CR

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{MHLJNZQHHNXWUGKI7MPVUC65DV}

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 2026-07-05T10:27:21.775417Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

61d696e6073b6f6a1948fb1f5a0bdd1d7e83579c956b897c819914d097235441

Aliases

arxiv: 2412.11168 · arxiv_version: 2412.11168v3 · doi: 10.48550/arxiv.2412.11168 · pith_short_12: MHLJNZQHHNXW · pith_short_16: MHLJNZQHHNXWUGKI · pith_short_8: MHLJNZQH
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/MHLJNZQHHNXWUGKI7MPVUC65DV \
  | 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: 61d696e6073b6f6a1948fb1f5a0bdd1d7e83579c956b897c819914d097235441
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "a5c10124f8d3ea9ce6b0af908dcd07e5e204b792c214ddfcf1b790d809e49864",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-15T12:34:22Z",
    "title_canon_sha256": "62825d79e2a18cc621a39db48c1fb15c8ae475c9f84fd8e3d144e1fe44ae3f0a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.11168",
    "kind": "arxiv",
    "version": 3
  }
}