Pith Number

pith:XZ6TPOIP

pith:2024:XZ6TPOIP6J6BQTA4DDOHA67ERJ

not attested not anchored not stored refs pending

VaLiD: Mitigating the Hallucination of Large Vision Language Models by Visual Layer Fusion Contrastive Decoding

Jiaqi Wang, Jitao Sang, Yifei Gao

arxiv:2411.15839 v2 · 2024-11-24 · cs.CV

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XZ6TPOIP6J6BQTA4DDOHA67ERJ}

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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

3 papers in Pith

Omni-Perception Policy Optimization for Multimodal Emotion Reasoning

MLLMs Get It Right, Then Get It Wrong: Tracing and Correcting Late-Layer Textual Bias

Hallucination of Multimodal Large Language Models: A Survey

Receipt and verification

First computed	2026-07-05T10:31:50.724735Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

be7d37b90ff27c184c1c18dc707be48a46cb1c9facb38ab4a879a6cf1b10378b

Aliases

arxiv: 2411.15839 · arxiv_version: 2411.15839v2 · doi: 10.48550/arxiv.2411.15839 · pith_short_12: XZ6TPOIP6J6B · pith_short_16: XZ6TPOIP6J6BQTA4 · pith_short_8: XZ6TPOIP

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/XZ6TPOIP6J6BQTA4DDOHA67ERJ \
  | 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: be7d37b90ff27c184c1c18dc707be48a46cb1c9facb38ab4a879a6cf1b10378b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0c150369dc57ce9abed8fa2f2c806f47fe4022ea476109f119718e713eef889d",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-11-24T13:42:02Z",
    "title_canon_sha256": "b32f6a3994ec1a89db6b54294795bf93a49e37194aa9cc304249069dd497ab19"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.15839",
    "kind": "arxiv",
    "version": 2
  }
}