Pith Number

pith:S3DPFVDY

pith:2024:S3DPFVDYZFLXHTPA3M3WL663QP

not attested not anchored not stored refs pending

Logical Closed Loop: Uncovering Object Hallucinations in Large Vision-Language Models

Ding Wang, Jinghao Zhang, Junfei Wu, Liang Wang, Qiang Liu, Shu Wu, Tieniu Tan

arxiv:2402.11622 v2 · 2024-02-18 · cs.CV · cs.AI · cs.CL · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{S3DPFVDYZFLXHTPA3M3WL663QP}

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

5 papers in Pith

Correcting Visual Blur Induced by Attention Distraction to Reduce Hallucinations: Algorithm and Theory

ORCA: An Agentic Reasoning Framework for Hallucination and Adversarial Robustness in Vision-Language Models

Visual Reasoning Agent: Robust Vision Systems in Remote Sensing via Inference-Time Scaling

Hallucination of Multimodal Large Language Models: A Survey

Receipt and verification

First computed	2026-07-05T08:37:37.192252Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

96c6f2d478c95773cde0db3765fbdb83fc5a57451422d5d778ae12ca5a8feee9

Aliases

arxiv: 2402.11622 · arxiv_version: 2402.11622v2 · doi: 10.48550/arxiv.2402.11622 · pith_short_12: S3DPFVDYZFLX · pith_short_16: S3DPFVDYZFLXHTPA · pith_short_8: S3DPFVDY

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/S3DPFVDYZFLXHTPA3M3WL663QP \
  | 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: 96c6f2d478c95773cde0db3765fbdb83fc5a57451422d5d778ae12ca5a8feee9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "81ab5bc76e091d4e0d9839ed867f3a331bdffc121966d9aee5b503b587659c91",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-02-18T15:28:39Z",
    "title_canon_sha256": "b93d0eb1627111f0f0e955c5313681eb4ca81caf1a89f04fbfc1f3144e2223f3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.11622",
    "kind": "arxiv",
    "version": 2
  }
}