Pith. sign in
Pith Number

pith:Z6NXDNTU

pith:2025:Z6NXDNTUAMTSF2JYMRLTT6VPVE
not attested not anchored not stored refs pending

Retrieval Augmented Generation and Understanding in Vision: A Survey and New Outlook

Bin Ren, Danda Paudel, Haiwei Xue, Luc Van Gool, Lutao Jiang, Nicu Sebe, Xuming Hu, Xu Zheng, Yuanhuiyi Lyu, Ziqiao Weng

arxiv:2503.18016 v1 · 2025-03-23 · 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{Z6NXDNTUAMTSF2JYMRLTT6VPVE}

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.

Cited by

6 papers in Pith

CMDR: Contextual Multimodal Document Retrieval
CausalEmbed: Auto-Regressive Multi-Vector Generation in Latent Space for Visual Document Embedding
Why Retrieval-Augmented Generation Fails: A Graph Perspective
EHR-RAGp: Retrieval-Augmented Prototype-Guided Foundation Model for Electronic Health Records
Geometric Analysis of Self-Supervised Vision Representations for Semantic Image Retrieval
Receipt and verification
First computed 2026-07-05T10:38:00.552259Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

cf9b71b674032722e938645739faafa936b600b7100f40cff9c1d89e99f53ada

Aliases

arxiv: 2503.18016 · arxiv_version: 2503.18016v1 · doi: 10.48550/arxiv.2503.18016 · pith_short_12: Z6NXDNTUAMTS · pith_short_16: Z6NXDNTUAMTSF2JY · pith_short_8: Z6NXDNTU
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/Z6NXDNTUAMTSF2JYMRLTT6VPVE \
  | 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: cf9b71b674032722e938645739faafa936b600b7100f40cff9c1d89e99f53ada
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "d8088690cfd84d2b302168e02162194b76a74ef2b216bae16c1b88239ca7c554",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-03-23T10:33:28Z",
    "title_canon_sha256": "6499b5fad055533f2cd5d3ac97965eb8405546f705342961173f790124f101db"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.18016",
    "kind": "arxiv",
    "version": 1
  }
}