Pith Number

pith:JUI5FLJU

pith:2025:JUI5FLJUHS5BJ5BQGTTUL6QVAI

not attested not anchored not stored refs pending

MSGCoOp: Multiple Semantic-Guided Context Optimization for Few-Shot Learning

Mingzheng Du, Tongfeng Sun, Yachao Huang, Zhaolong Wang

arxiv:2507.21786 v1 · 2025-07-29 · 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{JUI5FLJUHS5BJ5BQGTTUL6QVAI}

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.

Receipt and verification

First computed	2026-07-05T11:45:07.430939Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4d11d2ad343cba14f43034e745fa15021cedd77019c862f7666ece27226dc910

Aliases

arxiv: 2507.21786 · arxiv_version: 2507.21786v1 · doi: 10.48550/arxiv.2507.21786 · pith_short_12: JUI5FLJUHS5B · pith_short_16: JUI5FLJUHS5BJ5BQ · pith_short_8: JUI5FLJU

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/JUI5FLJUHS5BJ5BQGTTUL6QVAI \
  | 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: 4d11d2ad343cba14f43034e745fa15021cedd77019c862f7666ece27226dc910

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7ef673e9e752c8a20f25dee03ab0f38a1ddd190c4fa79d99df8f18a22a7a83cc",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-07-29T13:15:09Z",
    "title_canon_sha256": "ea93eac6cd002726f7d4a5087bbaf407e91475988c6a395809daf8812d9fc150"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.21786",
    "kind": "arxiv",
    "version": 1
  }
}