Pith Number

pith:2ZTB5U3K

pith:2023:2ZTB5U3KDPTD2MSNMNS5GO34RW

not attested not anchored not stored refs pending

Label-Efficient Deep Learning in Medical Image Analysis: Challenges and Future Directions

Cheng Jin, Hao Chen, Luyang Luo, Yi Lin, Zhengrui Guo

arxiv:2303.12484 v5 · 2023-03-22 · cs.CV · cs.AI

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\usepackage{pith}
\pithnumber{2ZTB5U3KDPTD2MSNMNS5GO34RW}

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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

Inside-Out: Measuring Generalization in Vision Transformers Through Inner Workings

Receipt and verification

First computed	2026-07-05T10:59:56.052951Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d6661ed36a1be63d324d6365d33b7c8db203c9e186f4e3dff36395b5ecebbf46

Aliases

arxiv: 2303.12484 · arxiv_version: 2303.12484v5 · doi: 10.48550/arxiv.2303.12484 · pith_short_12: 2ZTB5U3KDPTD · pith_short_16: 2ZTB5U3KDPTD2MSN · pith_short_8: 2ZTB5U3K

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/2ZTB5U3KDPTD2MSNMNS5GO34RW \
  | 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: d6661ed36a1be63d324d6365d33b7c8db203c9e186f4e3dff36395b5ecebbf46

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "40bead98133db85bb82cb74e3218dc10d89164bf23f4c5d34189e99b40a04f05",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-03-22T11:51:49Z",
    "title_canon_sha256": "406c2038c15cb25cb42f8be7d30d722adb0f5544d3f420fbeedf4fff4f3a1ebb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.12484",
    "kind": "arxiv",
    "version": 5
  }
}