Pith Number

pith:NC3XXKTQ

pith:2024:NC3XXKTQGDHMM4SPB242RMT23E

not attested not anchored not stored refs pending

mR$^2$AG: Multimodal Retrieval-Reflection-Augmented Generation for Knowledge-Based VQA

Bing Li, Chunfeng Yuan, Jin Ma, Junfu Pu, Tao Zhang, Weiming Hu, Ying Shan, Yuxin Chen, Yuxuan Zhao, Zehua Xie, Zhongang Qi, Ziqi Zhang, Zongyang Ma

arxiv:2411.15041 v1 · 2024-11-22 · cs.AI · cs.CL

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\usepackage{pith}
\pithnumber{NC3XXKTQGDHMM4SPB242RMT23E}

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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

8 papers in Pith

MMAgent-R$^2$: Learning to Rerank and Reject for Agentic mRAG

Ground Then Rank: Revisiting Knowledge-Based VQA with Training-Free Entity Identification

CogniVerse: Revolutionizing Multi-Modal Retrieval-Augmented Generation with Cognitive Reflection and Geometric Reasoning

Mixture-of-Retrieval Experts for Reasoning-Guided Multimodal Knowledge Exploitation

mKG-RAG: Leveraging Multimodal Knowledge Graphs in Retrieval-Augmented Generation for Knowledge-intensive VQA

Receipt and verification

First computed	2026-07-05T09:39:15.598620Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

68b77baa7030cec6724f0eb9a8b27ad91c617f4b578d1909849feed2b1abe7d7

Aliases

arxiv: 2411.15041 · arxiv_version: 2411.15041v1 · doi: 10.48550/arxiv.2411.15041 · pith_short_12: NC3XXKTQGDHM · pith_short_16: NC3XXKTQGDHMM4SP · pith_short_8: NC3XXKTQ

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/NC3XXKTQGDHMM4SPB242RMT23E \
  | 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: 68b77baa7030cec6724f0eb9a8b27ad91c617f4b578d1909849feed2b1abe7d7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9c7debec433eb624e1e8ac60feb41a759bcfee4b0ad5615981228a9d9c90ad89",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-11-22T16:15:50Z",
    "title_canon_sha256": "d1aef9ba279663bd2ec75b89acc8f4dfea1371be8081c4626049bd74cbd5dab1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.15041",
    "kind": "arxiv",
    "version": 1
  }
}