Pith Number

pith:A2ZPCNJI

pith:2025:A2ZPCNJILDGES6R24CMAJ2HEMQ

not attested not anchored not stored refs pending

Constrained Prompt Enhancement for Improving Zero-Shot Generalization of Vision-Language Models

Qilong Wang, Qinghua Hu, Xiaojie Yin

arxiv:2508.17417 v1 · 2025-08-24 · 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{A2ZPCNJILDGES6R24CMAJ2HEMQ}

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	2026-07-05T11:58:41.204516Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

06b2f1352858cc497a3ae09804e8e464165c01146e463448f70a1d3962bede4c

Aliases

arxiv: 2508.17417 · arxiv_version: 2508.17417v1 · doi: 10.48550/arxiv.2508.17417 · pith_short_12: A2ZPCNJILDGE · pith_short_16: A2ZPCNJILDGES6R2 · pith_short_8: A2ZPCNJI

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/A2ZPCNJILDGES6R24CMAJ2HEMQ \
  | 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: 06b2f1352858cc497a3ae09804e8e464165c01146e463448f70a1d3962bede4c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "81af58f560e7aa6b825b6658ce898f7d0072d240f096b74272dee5eaf456e2a9",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-08-24T15:45:22Z",
    "title_canon_sha256": "ddb1ec25a011f17578f93c339ea94a3fdc19e0b0e8fd8b3f8d4b29587842b7dc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.17417",
    "kind": "arxiv",
    "version": 1
  }
}