Pith Number

pith:C4CRBQ34

pith:2024:C4CRBQ34B7PI7KTYNJINGO6LSU

not attested not anchored not stored refs pending

HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

Bo Li, Hongyin Luo, Huaxiu Yao, Jiawei Zhou, Zhaorun Chen, Zhuokai Zhao

arxiv:2403.00425 v2 · 2024-03-01 · cs.CV · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{C4CRBQ34B7PI7KTYNJINGO6LSU}

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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

12 papers in Pith

Dismantling Pathological Shortcuts: A Causal Framework for Faithful LVLM Decoding

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

Mitigating Object Hallucinations in Vision-Language Models through Region-Aware Attention Recalibration

YARD: Y-Architecture Register Decoding for Efficient Hallucination Mitigation in Large Vision-Language Models

Mitigating Manifold Departure: Uncertainty-Aware Subspace Rectification for Trustworthy MLLM Decoding

Receipt and verification

First computed	2026-07-05T08:29:23.484579Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

170510c37c0fde8faa786a50d33bcb9526c1299b373585b7fb040c7b02cf4af1

Aliases

arxiv: 2403.00425 · arxiv_version: 2403.00425v2 · doi: 10.48550/arxiv.2403.00425 · pith_short_12: C4CRBQ34B7PI · pith_short_16: C4CRBQ34B7PI7KTY · pith_short_8: C4CRBQ34

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/C4CRBQ34B7PI7KTYNJINGO6LSU \
  | 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: 170510c37c0fde8faa786a50d33bcb9526c1299b373585b7fb040c7b02cf4af1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1ee577e9f670692b09b70cfd0af49efc1f58c96462238536cff79fb2ed0b2699",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-03-01T10:21:52Z",
    "title_canon_sha256": "9e8d0551a3d22a416254e286fdea4df2d9ccfd9bcd75492811f0bd8dd4c46306"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.00425",
    "kind": "arxiv",
    "version": 2
  }
}