Pith Number

pith:V7CVRBQN

pith:2025:V7CVRBQNIRS37RONRSSAA5L4P4

not attested not anchored not stored refs pending

VRAG-RL: Empower Vision-Perception-Based RAG for Visually Rich Information Understanding via Iterative Reasoning with Reinforcement Learning

Fei Huang, Feng Zhao, Lin Chen, Pengjun Xie, Qiuchen Wang, Ruixue Ding, Shihang Wang, Yu Zeng, Zehui Chen

arxiv:2505.22019 v2 · 2025-05-28 · cs.CL · cs.AI · cs.CV

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{V7CVRBQNIRS37RONRSSAA5L4P4}

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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

9 papers in Pith

From Structure to Synergy: A Survey of Vision-Language Perception Paradigm Evolution in Multimodal Large Language Models

SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory

DeepEyesV2: Toward Agentic Multimodal Model

GeoBrowse: A Geolocation Benchmark for Agentic Tool Use with Expert-Annotated Reasoning Traces

Receipt and verification

First computed	2026-07-05T11:15:00.585113Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

afc558860d4465bfc5cd8ca400757c7f05f878bde94d993a8a6cc20c4dc07a49

Aliases

arxiv: 2505.22019 · arxiv_version: 2505.22019v2 · doi: 10.48550/arxiv.2505.22019 · pith_short_12: V7CVRBQNIRS3 · pith_short_16: V7CVRBQNIRS37RON · pith_short_8: V7CVRBQN

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/V7CVRBQNIRS37RONRSSAA5L4P4 \
  | 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: afc558860d4465bfc5cd8ca400757c7f05f878bde94d993a8a6cc20c4dc07a49

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0f5716110f5df4598c1c40abf6d77a72c280f53a81e0b5ed14ba3941cea5556e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-28T06:30:51Z",
    "title_canon_sha256": "f86e42d8b4fc181bd80c7762476b10efe05d7e579cf7e68d294644b613f3e6e7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.22019",
    "kind": "arxiv",
    "version": 2
  }
}