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Pith Number

pith:UGYN4LX2

pith:2025:UGYN4LX2E2W5CYLMCN3RCTADNP
not attested not anchored not stored refs pending

Seeing Far and Clearly: Mitigating Hallucinations in MLLMs with Attention Causal Decoding

Chengzhi Liu, Feilong Tang, Imran Razzak, Jionglong Su, Ming Hu, Minquan Lin, Xuelian Cheng, Yifan Peng, Zelin Peng, Zhiwei Yang, Zhongxing Xu, Zongyuan Ge

arxiv:2505.16652 v2 · 2025-05-22 · cs.CV · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{UGYN4LX2E2W5CYLMCN3RCTADNP}

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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

1 paper in Pith

Receipt and verification
First computed 2026-07-05T11:17:45.646865Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

a1b0de2efa26add1616c1377114c036bc302d0ec53ac292fa66129de9f06a917

Aliases

arxiv: 2505.16652 · arxiv_version: 2505.16652v2 · doi: 10.48550/arxiv.2505.16652 · pith_short_12: UGYN4LX2E2W5 · pith_short_16: UGYN4LX2E2W5CYLM · pith_short_8: UGYN4LX2
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/UGYN4LX2E2W5CYLMCN3RCTADNP \
  | 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: a1b0de2efa26add1616c1377114c036bc302d0ec53ac292fa66129de9f06a917
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "a90b00dcdd69e901aad250fcdcf858555264e80b0de78fe5bb5b01764278fa22",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-05-22T13:19:57Z",
    "title_canon_sha256": "da304c21321639005ed7d4f734c21bb7f2f00bf860590bebc343076ac0e5cdbf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.16652",
    "kind": "arxiv",
    "version": 2
  }
}