Pith Number

pith:UH6DW4LD

pith:2024:UH6DW4LDNZV7F3T4EVFKO2FNYU

not attested not anchored not stored refs pending

Talos: A More Effective and Efficient Adversarial Defense for GNN Models Based on the Global Homophily of Graphs

Duanyu Li, Huijun Wu, Min Xie, Wenzhe Zhang, Xugang Wu, Zhenwei Wu

arxiv:2406.03833 v2 · 2024-06-06 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UH6DW4LDNZV7F3T4EVFKO2FNYU}

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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

Self-supervised Adversarial Purification for Graph Neural Networks

Receipt and verification

First computed	2026-07-05T08:57:57.019434Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a1fc3b71636e6bf2ee7c254aa768adc5223c8b14ebb686c8317999cdc1e5a2bd

Aliases

arxiv: 2406.03833 · arxiv_version: 2406.03833v2 · doi: 10.48550/arxiv.2406.03833 · pith_short_12: UH6DW4LDNZV7 · pith_short_16: UH6DW4LDNZV7F3T4 · pith_short_8: UH6DW4LD

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/UH6DW4LDNZV7F3T4EVFKO2FNYU \
  | 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: a1fc3b71636e6bf2ee7c254aa768adc5223c8b14ebb686c8317999cdc1e5a2bd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "240a466c4402444db6ba3865f3a8f4b8f7141291814d01d9cf75a8019769354a",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-06T08:08:01Z",
    "title_canon_sha256": "f21c317911acfeb4ca9f883491484952fa1514040143e19e3bd513ca15022d3a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.03833",
    "kind": "arxiv",
    "version": 2
  }
}