Pith Number

pith:GVAHKWB3

pith:2022:GVAHKWB3QJGGUJUP2DI3MJ7DGR

not attested not anchored not stored refs pending

Review Neural Networks about Image Transformation Based on IGC Learning Framework with Annotated Information

Furao Shen, Jian Zhao, Suorong Yang, Yan Wang, Yuanjie Yan

arxiv:2206.10155 v1 · 2022-06-21 · cs.CV

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\usepackage{pith}
\pithnumber{GVAHKWB3QJGGUJUP2DI3MJ7DGR}

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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

Random weights of DNNs and emergence of fixed points

Receipt and verification

First computed	2026-07-05T04:33:44.294598Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

354075583b824c6a268fd0d1b627e334779d946a36c93e24827a905fa253494b

Aliases

arxiv: 2206.10155 · arxiv_version: 2206.10155v1 · doi: 10.48550/arxiv.2206.10155 · pith_short_12: GVAHKWB3QJGG · pith_short_16: GVAHKWB3QJGGUJUP · pith_short_8: GVAHKWB3

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/GVAHKWB3QJGGUJUP2DI3MJ7DGR \
  | 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: 354075583b824c6a268fd0d1b627e334779d946a36c93e24827a905fa253494b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3de7fa594ab1018bd261ad74cc368223ff33ebe8070916ecc98874664d3da205",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-06-21T07:27:47Z",
    "title_canon_sha256": "1bf291ff6a8413cb1dd1dbcc7c0d63e12561de92baf7bd0a36e4f5196188b768"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.10155",
    "kind": "arxiv",
    "version": 1
  }
}