Pith Number

pith:FIWHCX2R

pith:2025:FIWHCX2RFD73EHZ446D447WED3

not attested not anchored not stored refs pending

The Hidden Life of Tokens: Reducing Hallucination of Large Vision-Language Models via Visual Information Steering

Di Liu, Dimitris N. Metaxas, Haizhou Shi, Hao Wang, Long Zhao, Ting Liu, Yunhe Gao, Yuxiao Chen, Zhenting Wang, Zhuowei Li

arxiv:2502.03628 v2 · 2025-02-05 · cs.CV · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{FIWHCX2RFD73EHZ446D447WED3}

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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

17 papers in Pith

MultiToP: Learning to Patch Visual Tokens to Mitigate Hallucinations in Video Large Multimodal Models

FADE: Mitigating Hallucinations by Reducing Language-Prior Dominance in Large Vision-Language Models

Steer Where It Matters: Token-Level Visual-Sensitivity Steering for LVLMs Hallucination Mitigation

GEASS: Gated Evidence-Adaptive Selective Caption Trust for Vision-Language Models

When Language Overwrites Vision: Over-Alignment and Geometric Debiasing in Vision-Language Models

Receipt and verification

First computed	2026-07-05T11:29:54.956729Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2a2c715f5128ffb21f3ce787ce7ec41ee65fd1f2bbb893e0a6729617427be48c

Aliases

arxiv: 2502.03628 · arxiv_version: 2502.03628v2 · doi: 10.48550/arxiv.2502.03628 · pith_short_12: FIWHCX2RFD73 · pith_short_16: FIWHCX2RFD73EHZ4 · pith_short_8: FIWHCX2R

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/FIWHCX2RFD73EHZ446D447WED3 \
  | 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: 2a2c715f5128ffb21f3ce787ce7ec41ee65fd1f2bbb893e0a6729617427be48c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d5b26e9ddad313d80db28f0db5981e00ba8527f51608210a7bf3f953cb4666ae",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-02-05T21:34:02Z",
    "title_canon_sha256": "b4d0d2749fefa4ebe929755be6e06083ccfb8a7d1e5078e387c574fe9f8d00d3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.03628",
    "kind": "arxiv",
    "version": 2
  }
}