Pith Number

pith:SQY7Y5BV

pith:2025:SQY7Y5BVNEZGYWDZ6APPTWJTSO

not attested not anchored not stored refs pending

Seeing Beyond the Scene: Enhancing Vision-Language Models with Interactional Reasoning

Changmeng Zheng, Dayong Liang, Qing Li, Xiao-Yong Wei, Yi Cai, Zhiyuan Wen

arxiv:2505.09118 v1 · 2025-05-14 · 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{SQY7Y5BVNEZGYWDZ6APPTWJTSO}

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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

Mixture of Debaters: Learn to Debate at Architectural Level in Multi-Agent Reasoning

Receipt and verification

First computed	2026-07-05T11:02:50.634450Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9431fc743569326c5879f01ef9d93393bbe387c8cc56f07000d5cdfbfc010ecd

Aliases

arxiv: 2505.09118 · arxiv_version: 2505.09118v1 · doi: 10.48550/arxiv.2505.09118 · pith_short_12: SQY7Y5BVNEZG · pith_short_16: SQY7Y5BVNEZGYWDZ · pith_short_8: SQY7Y5BV

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/SQY7Y5BVNEZGYWDZ6APPTWJTSO \
  | 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: 9431fc743569326c5879f01ef9d93393bbe387c8cc56f07000d5cdfbfc010ecd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ac2b4bec5824da27e52cec12e67b16139609454824f284aed9602d47f7aa3343",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-05-14T04:04:23Z",
    "title_canon_sha256": "ad2184289fdae28ad7c44d92fdba0a913128e68732a8ef59a29d8cdb8ace69f3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.09118",
    "kind": "arxiv",
    "version": 1
  }
}