Pith Number

pith:TQVV4L6W

pith:2024:TQVV4L6WXXMLVLVVEIXC42SYJW

not attested not anchored not stored refs pending

Seeing Clearly by Layer Two: Enhancing Attention Heads to Alleviate Hallucination in LVLMs

Chaochen Gu, Chen Shen, Hao Cheng, Jieping Ye, Kaijie Wu, Shaotian Yan, Xiaofeng Zhang, Xiaosong Yuan, Yihao Quan

arxiv:2411.09968 v1 · 2024-11-15 · cs.CV · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TQVV4L6WXXMLVLVVEIXC42SYJW}

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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

11 papers in Pith

Omni-Perception Policy Optimization for Multimodal Emotion Reasoning

Kwai Keye-VL-2.0 Technical Report

Clearer Sight, Fewer Lies: Oriented Pickup Preference Optimization for Multimodal Hallucination Mitigation

Addressing Exacerbated Attention Sink for Source-Free Cross-Domain Few-Shot Learning

Receipt and verification

First computed	2026-07-05T09:35:56.516381Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9c2b5e2fd6bdd8baaeb5222e2e6a584d8aadd6f61e8a10ca9884f48622488c87

Aliases

arxiv: 2411.09968 · arxiv_version: 2411.09968v1 · doi: 10.48550/arxiv.2411.09968 · pith_short_12: TQVV4L6WXXML · pith_short_16: TQVV4L6WXXMLVLVV · pith_short_8: TQVV4L6W

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/TQVV4L6WXXMLVLVVEIXC42SYJW \
  | 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: 9c2b5e2fd6bdd8baaeb5222e2e6a584d8aadd6f61e8a10ca9884f48622488c87

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ad8256e31126c97f77b4cd8265a6a9e9d0a7e242323df3eb69d5e715c46a6b35",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-11-15T05:51:29Z",
    "title_canon_sha256": "a2ff753811b80b57d2c3b06bd40eebaecb02f6461c7843d041565a4b51ecc98f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.09968",
    "kind": "arxiv",
    "version": 1
  }
}