Pith Number

pith:MBX5FHFR

pith:2024:MBX5FHFRCUXBIYIYU7L2BTWTUL

not attested not anchored not stored refs pending

A Classifier-Free Incremental Learning Framework for Scalable Medical Image Segmentation

Hao Zheng, Tengfei Li, Xiaoyang Chen, Yifang Xie, Yuncong Ma

arxiv:2405.16328 v1 · 2024-05-25 · cs.CV

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\usepackage{pith}
\pithnumber{MBX5FHFRCUXBIYIYU7L2BTWTUL}

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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

Foundation Models as Class-Incremental Learners for Dermatological Image Classification

Receipt and verification

First computed	2026-07-05T08:23:28.654696Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

606fd29cb1152e146118a7d7a0ced3a2f8211a2b06040e7b35e3dbe37181a52d

Aliases

arxiv: 2405.16328 · arxiv_version: 2405.16328v1 · doi: 10.48550/arxiv.2405.16328 · pith_short_12: MBX5FHFRCUXB · pith_short_16: MBX5FHFRCUXBIYIY · pith_short_8: MBX5FHFR

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/MBX5FHFRCUXBIYIYU7L2BTWTUL \
  | 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: 606fd29cb1152e146118a7d7a0ced3a2f8211a2b06040e7b35e3dbe37181a52d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "811b1a45f59537bb4b4cc6f92587200a6b04722fbaa824d0193e5979401f2d0d",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-05-25T19:05:07Z",
    "title_canon_sha256": "c923d33ae7c60c6357b0f4f4511191ee8403c2d45e1cf0fa0187c7fbaf97a0bc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.16328",
    "kind": "arxiv",
    "version": 1
  }
}