Pith Number

pith:MGBSO4DE

pith:2023:MGBSO4DEP546GEJMLOM2T4HKCI

not attested not anchored not stored refs pending

Ladder Fine-tuning approach for SAM integrating complementary network

Jiaqing Liu, Rahul Kumar Jain, Shiyu Teng, Shurong Chai, Tomoko Tateyama, Yen-Wei Chen, Yinhao Li

arxiv:2306.12737 v1 · 2023-06-22 · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MGBSO4DEP546GEJMLOM2T4HKCI}

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

1 paper in Pith

Parameter-Efficient Fine-Tuning for Foundation Models

Receipt and verification

First computed	2026-07-05T06:23:47.530399Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

61832770647f79e3112c5b99a9f0ea1236184e598d288dde2d6747330c8291c2

Aliases

arxiv: 2306.12737 · arxiv_version: 2306.12737v1 · doi: 10.48550/arxiv.2306.12737 · pith_short_12: MGBSO4DEP546 · pith_short_16: MGBSO4DEP546GEJM · pith_short_8: MGBSO4DE

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/MGBSO4DEP546GEJMLOM2T4HKCI \
  | 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: 61832770647f79e3112c5b99a9f0ea1236184e598d288dde2d6747330c8291c2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ea5d42974898e6f221930e3082660e062fca7a6685652c9f49d774339e9f6b03",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-06-22T08:36:17Z",
    "title_canon_sha256": "cb8770d23bd33a98667cc252bd703889c9d20d167bfbf3b3f95653ec886674d0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.12737",
    "kind": "arxiv",
    "version": 1
  }
}