Pith Number

pith:IA2U4BQC

pith:2022:IA2U4BQCQPR6VRJTPRP2MCFO6Q

not attested not anchored not stored refs pending

Transformers Meet Visual Learning Understanding: A Comprehensive Review

Fang Liu, Licheng Jiao, Shuyuan Yang, Xu Liu, Xu Tang, Yuting Yang, Zhixi Feng

arxiv:2203.12944 v1 · 2022-03-24 · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IA2U4BQCQPR6VRJTPRP2MCFO6Q}

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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

Attention-based graph neural networks: a survey

Receipt and verification

First computed	2026-07-05T04:08:19.185371Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

40354e060283e3eac5337c5fa608aef43027e7d034443cf5a380b069d616bde0

Aliases

arxiv: 2203.12944 · arxiv_version: 2203.12944v1 · doi: 10.48550/arxiv.2203.12944 · pith_short_12: IA2U4BQCQPR6 · pith_short_16: IA2U4BQCQPR6VRJT · pith_short_8: IA2U4BQC

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/IA2U4BQCQPR6VRJTPRP2MCFO6Q \
  | 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: 40354e060283e3eac5337c5fa608aef43027e7d034443cf5a380b069d616bde0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8e1f8e6511513992a1d21af04319b8260ab0733c3f228ad29f6ddc1fee1af92f",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-03-24T09:09:00Z",
    "title_canon_sha256": "c945182cd424f1582fcf48f0409e244e88692c61156cd95fc115782dd89de430"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.12944",
    "kind": "arxiv",
    "version": 1
  }
}