Pith Number

pith:XLVUEGHL

pith:2024:XLVUEGHLB7O6TO6CR4XI4F2IF6

not attested not anchored not stored refs pending

V2PE: Improving Multimodal Long-Context Capability of Vision-Language Models with Variable Visual Position Encoding

Jifeng Dai, Jinguo Zhu, Jintao Lin, Junqi Ge, Xihui Liu, Xizhou Zhu, Ziyi Chen

arxiv:2412.09616 v2 · 2024-12-12 · cs.CV

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\usepackage{pith}
\pithnumber{XLVUEGHLB7O6TO6CR4XI4F2IF6}

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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

4 papers in Pith

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops

Mitigating Coordinate Prediction Bias from Positional Encoding Failures

Internalized Reasoning for Long-Context Visual Document Understanding

InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models

Receipt and verification

First computed	2026-07-05T09:48:39.114215Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

baeb4218eb0fdde9bbc28f2e8e17482f86607a9f9c80957231a86dd780a6317e

Aliases

arxiv: 2412.09616 · arxiv_version: 2412.09616v2 · doi: 10.48550/arxiv.2412.09616 · pith_short_12: XLVUEGHLB7O6 · pith_short_16: XLVUEGHLB7O6TO6C · pith_short_8: XLVUEGHL

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/XLVUEGHLB7O6TO6CR4XI4F2IF6 \
  | 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: baeb4218eb0fdde9bbc28f2e8e17482f86607a9f9c80957231a86dd780a6317e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "44927dc7d963a95e49d7dfd655e4264875de4ca4ddd6cb00bce25e6a46693a4f",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-12T18:59:46Z",
    "title_canon_sha256": "7e32d43344742147c59ca6d1a86670528cd0bf511af34beb84809c2ae10fece1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.09616",
    "kind": "arxiv",
    "version": 2
  }
}