Pith Number

pith:XTVDSWE2

pith:2021:XTVDSWE27UYKGX4VBDONKMXANY

not attested not anchored not stored refs pending

CAP: Co-Adversarial Perturbation on Weights and Features for Improving Generalization of Graph Neural Networks

Haotian Xue, Kai Guo, Kaixiong Zhou, Tianlong Chen, Xia Hu, Xin Wang, Yi Chang

arxiv:2110.14855 v1 · 2021-10-28 · cs.LG

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\usepackage{pith}
\pithnumber{XTVDSWE27UYKGX4VBDONKMXANY}

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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

Unifying Adversarial Perturbation for Graph Neural Networks

Receipt and verification

First computed	2026-07-05T03:26:48.377289Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bcea39589afd30a35f9508dcd532e06e34901539e2f9e97da8a16e5e8cb0baf5

Aliases

arxiv: 2110.14855 · arxiv_version: 2110.14855v1 · doi: 10.48550/arxiv.2110.14855 · pith_short_12: XTVDSWE27UYK · pith_short_16: XTVDSWE27UYKGX4V · pith_short_8: XTVDSWE2

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/XTVDSWE27UYKGX4VBDONKMXANY \
  | 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: bcea39589afd30a35f9508dcd532e06e34901539e2f9e97da8a16e5e8cb0baf5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3c7f0b80c7032ba1588abcc367d00e7e609f9ad788064dd17c14ab63df8ad53e",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-28T02:28:13Z",
    "title_canon_sha256": "84d02a3f07af8fb6682c01067ceeb3e4fcd00b479c7fa0a3dabe05219e529350"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.14855",
    "kind": "arxiv",
    "version": 1
  }
}