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Pith Number

pith:5VHFAZEH

pith:2025:5VHFAZEHSFTEGA2D36VJ7PMNZS
not attested not anchored not stored refs pending

BIMA: Bijective Maximum Likelihood Learning Approach to Hallucination Prediction and Mitigation in Large Vision-Language Models

Huu-Thien Tran, Khoa Luu, Thanh-Dat Truong

arxiv:2505.24649 v1 · 2025-05-30 · cs.CV · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{5VHFAZEHSFTEGA2D36VJ7PMNZS}

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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.
Receipt and verification
First computed 2026-07-05T11:12:53.947665Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

ed4e5064879166430343dfaa9fbd8dccb8faea55b4b0da1b95358c847cdcf5aa

Aliases

arxiv: 2505.24649 · arxiv_version: 2505.24649v1 · doi: 10.48550/arxiv.2505.24649 · pith_short_12: 5VHFAZEHSFTE · pith_short_16: 5VHFAZEHSFTEGA2D · pith_short_8: 5VHFAZEH
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/5VHFAZEHSFTEGA2D36VJ7PMNZS \
  | 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: ed4e5064879166430343dfaa9fbd8dccb8faea55b4b0da1b95358c847cdcf5aa
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "378296b14d565a514a8d5f5d71e4d2b151f6a4599775f432716d6d63588035b7",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-05-30T14:38:07Z",
    "title_canon_sha256": "57d50c054f62e049fe0f0e0734bc015dd0f626ccc758d9ef95149437a0d17641"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.24649",
    "kind": "arxiv",
    "version": 1
  }
}