Pith Number

pith:VZTCYZZX

pith:2024:VZTCYZZXP7IPTR5PMTVMOIIN4U

not attested not anchored not stored refs pending

Improving Multi-modal Large Language Model through Boosting Vision Capabilities

Gang Zhang, Huaxin Zhang, Jingdong Wang, Nong Sang, Qiang Chen, Xinyu Zhang, Yanpeng Sun, Zechao Li

arxiv:2410.13733 v1 · 2024-10-17 · cs.CV · cs.MM

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

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\usepackage{pith}
\pithnumber{VZTCYZZXP7IPTR5PMTVMOIIN4U}

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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

1 paper in Pith

Continual SFT Matches Multimodal RLHF with Negative Supervision

Receipt and verification

First computed	2026-07-05T09:22:05.054489Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ae662c67377fd0f9c7af64eac7210de5231a44f951b8b7c065ecf8a00406a921

Aliases

arxiv: 2410.13733 · arxiv_version: 2410.13733v1 · doi: 10.48550/arxiv.2410.13733 · pith_short_12: VZTCYZZXP7IP · pith_short_16: VZTCYZZXP7IPTR5P · pith_short_8: VZTCYZZX

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/VZTCYZZXP7IPTR5PMTVMOIIN4U \
  | 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: ae662c67377fd0f9c7af64eac7210de5231a44f951b8b7c065ecf8a00406a921

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "56c789d3a8cca92f70815069fb726675f792d681a8e88ddebf39c05d56b1290f",
    "cross_cats_sorted": [
      "cs.MM"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-10-17T16:36:38Z",
    "title_canon_sha256": "b0c2b6e28de196bd0e01ed1540fd8dc5855e0be66b9802faea31e35870b7452b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.13733",
    "kind": "arxiv",
    "version": 1
  }
}