Pith Number

pith:QJAOYDBU

pith:2023:QJAOYDBUYHMBQF7HU44CJM5I5G

not attested not anchored not stored refs pending

MeLo: Low-rank Adaptation is Better than Fine-tuning for Medical Image Diagnosis

Dinggang Shen, Qian Wang, Sheng Wang, Xiangyu Zhao, Xin Wang, Yitao Zhu, Zhenrong Shen, Zihao Zhao

arxiv:2311.08236 v2 · 2023-11-14 · cs.CV

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\usepackage{pith}
\pithnumber{QJAOYDBUYHMBQF7HU44CJM5I5G}

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Record completeness

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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

Deep Reprogramming Distillation for Medical Foundation Models

Receipt and verification

First computed	2026-07-05T08:46:19.456695Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8240ec0c34c1d81817e7a73824b3a8e993f64d6e73ecf669152b4374321f673f

Aliases

arxiv: 2311.08236 · arxiv_version: 2311.08236v2 · doi: 10.48550/arxiv.2311.08236 · pith_short_12: QJAOYDBUYHMB · pith_short_16: QJAOYDBUYHMBQF7H · pith_short_8: QJAOYDBU

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/QJAOYDBUYHMBQF7HU44CJM5I5G \
  | 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: 8240ec0c34c1d81817e7a73824b3a8e993f64d6e73ecf669152b4374321f673f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "00e0318d0f5e46f9ea86ba4e213e37532ea99f24eb1dc46f65d9f178309bea30",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-11-14T15:18:54Z",
    "title_canon_sha256": "92a2625f9751256be51670a5e7c45006c9d2973b27b2db513dcd7c0579b64ee1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.08236",
    "kind": "arxiv",
    "version": 2
  }
}