Pith Number

pith:4P5KAX43

pith:2019:4P5KAX43YB62DDN75ALN5LLOTW

not attested not anchored not stored refs pending

Adversarial Attacks on Graph Neural Networks via Meta Learning

Daniel Z\"ugner, Stephan G\"unnemann

arxiv:1902.08412 v2 · 2019-02-22 · cs.LG · cs.CR · 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{4P5KAX43YB62DDN75ALN5LLOTW}

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

3 papers in Pith

GJDNet: Robust Graph Neural Networks via Joint Disentangled Learning Against Adversarial Attacks

T2T-LA: A Topology-to-Topology LLM Agent for Graph Learning with Neither Feature Access nor Task Knowledge

Community detection robustness of graph neural networks

Receipt and verification

First computed	2026-07-05T07:38:22.346530Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e3faa05f9bc07da18dbfe816dead6e9dbf19c288f2f40d91033ae252e0201e7e

Aliases

arxiv: 1902.08412 · arxiv_version: 1902.08412v2 · doi: 10.48550/arxiv.1902.08412 · pith_short_12: 4P5KAX43YB62 · pith_short_16: 4P5KAX43YB62DDN7 · pith_short_8: 4P5KAX43

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/4P5KAX43YB62DDN75ALN5LLOTW \
  | 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: e3faa05f9bc07da18dbfe816dead6e9dbf19c288f2f40d91033ae252e0201e7e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ced2ad1ba3f1e6f55668c1ab24e913aad0e69991fdba550da9b14210b079b760",
    "cross_cats_sorted": [
      "cs.CR",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-02-22T09:20:05Z",
    "title_canon_sha256": "4516657da7999b623a48093a11f8b915ca115dff5c0a9cd6fb09b662a142ed3e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1902.08412",
    "kind": "arxiv",
    "version": 2
  }
}