Pith Number

pith:FDTODNLP

pith:2026:FDTODNLPQYJ32LQJLZJRAG625B

not attested not anchored not stored refs pending

Matching with Deliberation: Test-Time Evolutionary Hierarchical Multi-Agents for Zero-Shot Compositional Image Retrieval

Changwei Wang, Rongtao Xu, Shibiao Xu, Shunpeng Chen, Xingtian Pei, Yukun Song

arxiv:2605.22478 v1 · 2026-05-21 · 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{FDTODNLPQYJ32LQJLZJRAG625B}

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	2026-05-22T01:04:44.809704Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

28e6e1b56f8613bd2e095e53101bdae866ed60ea9b5eefe4be371289297b02da

Aliases

arxiv: 2605.22478 · arxiv_version: 2605.22478v1 · doi: 10.48550/arxiv.2605.22478 · pith_short_12: FDTODNLPQYJ3 · pith_short_16: FDTODNLPQYJ32LQJ · pith_short_8: FDTODNLP

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/FDTODNLPQYJ32LQJLZJRAG625B \
  | 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: 28e6e1b56f8613bd2e095e53101bdae866ed60ea9b5eefe4be371289297b02da

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "714e3e6448ece99e794605069ff3abe930408c0188728170ba395ce527f3de82",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2026-05-21T13:36:38Z",
    "title_canon_sha256": "a7bc5787103276f2ba3f90b5963c281a44c856a3e45eaeca02db7edad6a1128a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.22478",
    "kind": "arxiv",
    "version": 1
  }
}