Pith Number

pith:TPUFDBHJ

pith:2024:TPUFDBHJ7TBKUXGGKPVG3CDOWK

not attested not anchored not stored refs pending

Can Large Language Models Improve the Adversarial Robustness of Graph Neural Networks?

Cheng Yang, Chuan Shi, Huichi Zhou, Mengmei Zhang, Xiao Wang, Yue Yu, Zhongjian Zhang

arxiv:2408.08685 v3 · 2024-08-16 · cs.LG · cs.AI · cs.CY · cs.SI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TPUFDBHJ7TBKUXGGKPVG3CDOWK}

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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.

Cited by

1 paper in Pith

When LLM Agents Meet Graph Optimization: An Automated Data Quality Improvement Approach

Receipt and verification

First computed	2026-07-05T09:53:42.743782Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9be85184e9fcc2aa5cc653ea6d886eb2ab35f62f23768dc9d57c9a86a92c3f91

Aliases

arxiv: 2408.08685 · arxiv_version: 2408.08685v3 · doi: 10.48550/arxiv.2408.08685 · pith_short_12: TPUFDBHJ7TBK · pith_short_16: TPUFDBHJ7TBKUXGG · pith_short_8: TPUFDBHJ

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/TPUFDBHJ7TBKUXGGKPVG3CDOWK \
  | 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: 9be85184e9fcc2aa5cc653ea6d886eb2ab35f62f23768dc9d57c9a86a92c3f91

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8010b4b8315435d4a8aeb46227cfed437eb1fb6cf03b9986921503e12bebc440",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CY",
      "cs.SI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-16T11:58:34Z",
    "title_canon_sha256": "1d6c840fb88373cf2b16fa7ae370b155a13bbc7320853fbba9655abd7d63a2e4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.08685",
    "kind": "arxiv",
    "version": 3
  }
}