Pith Number

pith:CY6V7C3C

pith:2024:CY6V7C3CCNPJDSVTNQYXKQKKUN

not attested not anchored not stored refs pending

Incorporating Visual Experts to Resolve the Information Loss in Multimodal Large Language Models

Lingxi Xie, Longhui Wei, Qi Tian, Xin He

arxiv:2401.03105 v2 · 2024-01-06 · cs.CV · cs.MM

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\usepackage{pith}
\pithnumber{CY6V7C3CCNPJDSVTNQYXKQKKUN}

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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

2 papers in Pith

From Structure to Synergy: A Survey of Vision-Language Perception Paradigm Evolution in Multimodal Large Language Models

Hallucination of Multimodal Large Language Models: A Survey

Receipt and verification

First computed	2026-07-05T07:33:25.456154Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

163d5f8b62135e91cab36c3175414aa34700c4d212ee7e6f52cc5a24cb3cbd73

Aliases

arxiv: 2401.03105 · arxiv_version: 2401.03105v2 · doi: 10.48550/arxiv.2401.03105 · pith_short_12: CY6V7C3CCNPJ · pith_short_16: CY6V7C3CCNPJDSVT · pith_short_8: CY6V7C3C

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/CY6V7C3CCNPJDSVTNQYXKQKKUN \
  | 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: 163d5f8b62135e91cab36c3175414aa34700c4d212ee7e6f52cc5a24cb3cbd73

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d72585bf496a64150aa391cf8202115276d3e0708f66d726d279088a16f6e9df",
    "cross_cats_sorted": [
      "cs.MM"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-01-06T02:02:34Z",
    "title_canon_sha256": "e91d55267b99a37ccf138a5e93ed5edf07e69b5bcb3df9d7c23963accb999703"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.03105",
    "kind": "arxiv",
    "version": 2
  }
}