Pith Number

pith:SO2265YA

pith:2022:SO2265YAWTMRXIBFKDB4QPMDMM

not attested not anchored not stored refs pending

Competence-based Multimodal Curriculum Learning for Medical Report Generation

Fenglin Liu, Shen Ge, Xian Wu, Yuexian Zou

arxiv:2206.14579 v3 · 2022-06-24 · cs.CL · cs.CV · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SO2265YAWTMRXIBFKDB4QPMDMM}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

2 papers in Pith

LLaMA-XR: A Novel Framework for Radiology Report Generation using LLaMA and QLoRA Fine Tuning

RIHA: Report-Image Hierarchical Alignment for Radiology Report Generation

Receipt and verification

First computed	2026-07-05T05:59:34.973932Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

93b5af7700b4d91ba02550c3c83d83631f2c6f77ed223d4c71b7ef733b7a1dec

Aliases

arxiv: 2206.14579 · arxiv_version: 2206.14579v3 · doi: 10.48550/arxiv.2206.14579 · pith_short_12: SO2265YAWTMR · pith_short_16: SO2265YAWTMRXIBF · pith_short_8: SO2265YA

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/SO2265YAWTMRXIBFKDB4QPMDMM \
  | 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: 93b5af7700b4d91ba02550c3c83d83631f2c6f77ed223d4c71b7ef733b7a1dec

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f5a5acd817167b9163060a8c6137057d015c325020be2bb1fb011b9ddf31bf32",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-06-24T08:16:01Z",
    "title_canon_sha256": "8db44a43e750b9f6060010549111b833e0e4af542da4efdef229d0d46eacddc4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.14579",
    "kind": "arxiv",
    "version": 3
  }
}