Pith Number

pith:IMNIZBQL

pith:2023:IMNIZBQL2CRMM4UZQGQTWRYI6S

not attested not anchored not stored refs pending

Iteratively Coupled Multiple Instance Learning from Instance to Bag Classifier for Whole Slide Image Classification

Fang Wang, Hao Chen, Hongjie Hu, Hongyi Wang, Lanfen Lin, Luyang Luo, Ruofeng Tong, Yen-Wei Chen

arxiv:2303.15749 v2 · 2023-03-28 · cs.CV

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\usepackage{pith}
\pithnumber{IMNIZBQL2CRMM4UZQGQTWRYI6S}

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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

PTCMIL: Multiple Instance Learning via Prompt Token Clustering for Whole Slide Image Analysis

Receipt and verification

First computed	2026-07-05T06:43:48.453601Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

431a8c860bd0a2c6729981a13b4708f49706c462bced5d3bf2266b3b651a2e10

Aliases

arxiv: 2303.15749 · arxiv_version: 2303.15749v2 · doi: 10.48550/arxiv.2303.15749 · pith_short_12: IMNIZBQL2CRM · pith_short_16: IMNIZBQL2CRMM4UZ · pith_short_8: IMNIZBQL

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/IMNIZBQL2CRMM4UZQGQTWRYI6S \
  | 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: 431a8c860bd0a2c6729981a13b4708f49706c462bced5d3bf2266b3b651a2e10

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c64946df6b37c2cef3c569be7aaf0a9e3ba014ada6d8cee23640372f3777b97c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-03-28T06:12:53Z",
    "title_canon_sha256": "7747acc12b1e3c074dde8ffa1d5a08cb72615d4a232821fd15cb9b373e22b500"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.15749",
    "kind": "arxiv",
    "version": 2
  }
}