Pith. sign in
Pith Number

pith:MVFEAAIK

pith:2023:MVFEAAIKLIRE3DRJICWD7Q6BT2
not attested not anchored not stored refs pending

Adversarial Training for Graph Neural Networks: Pitfalls, Solutions, and New Directions

Bertrand Charpentier, Daniel Sturm, Daniel Z\"ugner, Lukas Gosch, Simon Geisler, Stephan G\"unnemann

arxiv:2306.15427 v2 · 2023-06-27 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{MVFEAAIKLIRE3DRJICWD7Q6BT2}

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

Receipt and verification
First computed 2026-07-05T07:19:20.585472Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

654a40010a5a224d8e2940ac3fc3c19ea0f3fc78bcbb4fabd94b0e728c586696

Aliases

arxiv: 2306.15427 · arxiv_version: 2306.15427v2 · doi: 10.48550/arxiv.2306.15427 · pith_short_12: MVFEAAIKLIRE · pith_short_16: MVFEAAIKLIRE3DRJ · pith_short_8: MVFEAAIK
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/MVFEAAIKLIRE3DRJICWD7Q6BT2 \
  | 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: 654a40010a5a224d8e2940ac3fc3c19ea0f3fc78bcbb4fabd94b0e728c586696
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "76014147e5ceca8a477ebb4662fa1970db5ad34229a1ba6eb843923ce45d901d",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-27T12:38:11Z",
    "title_canon_sha256": "1409fb707892dffe273a70f465eb26fdbce58a95bbc6c1442371de49ed677c8b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.15427",
    "kind": "arxiv",
    "version": 2
  }
}