Pith Number

pith:MGNOO27C

pith:2024:MGNOO27C5YUTUBL4MFZIF37NIM

not attested not anchored not stored refs pending

RITUAL: Random Image Transformations as a Universal Anti-hallucination Lever in Large Vision Language Models

Changick Kim, Donguk Kim, Jaehyuk Jang, Sangmin Woo, Yubin Choi

arxiv:2405.17821 v2 · 2024-05-28 · cs.CV · cs.AI

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\usepackage{pith}
\pithnumber{MGNOO27C5YUTUBL4MFZIF37NIM}

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Record completeness

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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

Hallucination of Multimodal Large Language Models: A Survey

Receipt and verification

First computed	2026-07-05T09:49:42.899447Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

619ae76be2ee293a057c617282efed432ceee387460dfe42e0aa5b5b86dbaa79

Aliases

arxiv: 2405.17821 · arxiv_version: 2405.17821v2 · doi: 10.48550/arxiv.2405.17821 · pith_short_12: MGNOO27C5YUT · pith_short_16: MGNOO27C5YUTUBL4 · pith_short_8: MGNOO27C

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/MGNOO27C5YUTUBL4MFZIF37NIM \
  | 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: 619ae76be2ee293a057c617282efed432ceee387460dfe42e0aa5b5b86dbaa79

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8b63e149717a0471f58109c2dded19f340095a6d3efd883cb9968ed4067662dd",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-05-28T04:41:02Z",
    "title_canon_sha256": "89821a7428c3904d1851e2c5709cf83d95a3fcac3366f082563534e2e23f7bbe"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.17821",
    "kind": "arxiv",
    "version": 2
  }
}