Pith Number

pith:AAYEEE6V

pith:2025:AAYEEE6VW55PW3CWJNJZG6UZYK

not attested not anchored not stored refs pending

Four Eyes Are Better Than Two: Harnessing the Collaborative Potential of Large Models via Differentiated Thinking and Complementary Ensembles

Feng Chen, Hongzhu Yi, Jun Xie, Xinming Wang, Xiongjun Guan, Yingjian Zhu, Zhaoran Zhao, Zhepeng Wang

arxiv:2505.16784 v2 · 2025-05-22 · 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{AAYEEE6VW55PW3CWJNJZG6UZYK}

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	2026-07-05T11:17:45.688135Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

00304213d5b77afb6c564b53937a99c29ff913e17f4041da04e0217e1221deab

Aliases

arxiv: 2505.16784 · arxiv_version: 2505.16784v2 · doi: 10.48550/arxiv.2505.16784 · pith_short_12: AAYEEE6VW55P · pith_short_16: AAYEEE6VW55PW3CW · pith_short_8: AAYEEE6V

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/AAYEEE6VW55PW3CWJNJZG6UZYK \
  | 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: 00304213d5b77afb6c564b53937a99c29ff913e17f4041da04e0217e1221deab

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f16a8ac8199fd46130d74826fdcfebd7ed2eb37a53b25b3b1367339a74d4bdb6",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-05-22T15:27:31Z",
    "title_canon_sha256": "ae315cb0d234bfbd3a54e71cc4af10e61109bce03149a5f16ed8b3b15ce7a4dd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.16784",
    "kind": "arxiv",
    "version": 2
  }
}