Pith Number

pith:4RAJ7NLA

pith:2024:4RAJ7NLASNFPGJW6PVHD53NYMH

not attested not anchored not stored refs pending

Comprehensive Evaluation of Multimodal AI Models in Medical Imaging Diagnosis: From Data Augmentation to Preference-Based Comparison

Cailian Ruan, Chengyue Huang, Yahe Yang

arxiv:2412.05536 v1 · 2024-12-07 · eess.IV · cs.AI · cs.CL · cs.CV

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\usepackage{pith}
\pithnumber{4RAJ7NLASNFPGJW6PVHD53NYMH}

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Record completeness

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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

A Deep Learning Approach to Interface Color Quality Assessment in HCI

Receipt and verification

First computed	2026-07-05T09:46:04.893119Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e4409fb560934af326de7d4e3eedb861c08510bee1251adf03cd799cd6475462

Aliases

arxiv: 2412.05536 · arxiv_version: 2412.05536v1 · doi: 10.48550/arxiv.2412.05536 · pith_short_12: 4RAJ7NLASNFP · pith_short_16: 4RAJ7NLASNFPGJW6 · pith_short_8: 4RAJ7NLA

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/4RAJ7NLASNFPGJW6PVHD53NYMH \
  | 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: e4409fb560934af326de7d4e3eedb861c08510bee1251adf03cd799cd6475462

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a827e2b1e3c4ad15cd1d940b5ebf274a1521ec6172be7dc8ad71b88924cdbd16",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.IV",
    "submitted_at": "2024-12-07T04:38:44Z",
    "title_canon_sha256": "fee7c6d06230538f7210240f02a4aa2e2d13dd292fdcced5a33d4fa38de50053"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.05536",
    "kind": "arxiv",
    "version": 1
  }
}