Pith Number

pith:XUPRLEYA

pith:2022:XUPRLEYAYTQV356C6EX2J5X5VI

not attested not anchored not stored refs pending

A Survey on Graph Neural Networks and Graph Transformers in Computer Vision: A Task-Oriented Perspective

Chaoqi Chen, Hong-Yu Zhou, Mutian Xu, Qiyuan Dai, Sibei Yang, Xiaoguang Han, Yizhou Yu, Yushuang Wu

arxiv:2209.13232 v4 · 2022-09-27 · cs.CV · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{XUPRLEYAYTQV356C6EX2J5X5VI}

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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

Enhancing LLMs for Graph Tasks via Graph-aware LoRA Generation

Receipt and verification

First computed	2026-07-05T08:55:19.512744Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bd1f159300c4e15df7c2f12fa4f6fdaa2b64e1148e7dcfb0bc81044345cc30f6

Aliases

arxiv: 2209.13232 · arxiv_version: 2209.13232v4 · doi: 10.48550/arxiv.2209.13232 · pith_short_12: XUPRLEYAYTQV · pith_short_16: XUPRLEYAYTQV356C · pith_short_8: XUPRLEYA

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/XUPRLEYAYTQV356C6EX2J5X5VI \
  | 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: bd1f159300c4e15df7c2f12fa4f6fdaa2b64e1148e7dcfb0bc81044345cc30f6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0c24d9c75b88384024b7e5b3661b2c8b1959486ea86d8d1c03a06c3d140aadc5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-09-27T08:10:14Z",
    "title_canon_sha256": "37386ee5508495f41906bfac2870f218ff4fa60d524587ecab68965f9276a3ae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.13232",
    "kind": "arxiv",
    "version": 4
  }
}