Pith Number

pith:2I2XDWUK

pith:2024:2I2XDWUKIYTZ6HRT3OSQMLQZMI

not attested not anchored not stored refs pending

Activating Distributed Visual Region within LLMs for Efficient and Effective Vision-Language Training and Inference

Chengxing Zhou, Dianyi Wang, Siyuan Wang, Xuanjing Huang, Zejun Li, Zhihao Fan, Zhongyu Wei

arxiv:2412.12785 v2 · 2024-12-17 · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2I2XDWUKIYTZ6HRT3OSQMLQZMI}

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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.

Receipt and verification

First computed	2026-07-05T10:36:33.206128Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d23571da8a46279f1e33dba5062e19622d9f2471e947ea774452f09942477a3c

Aliases

arxiv: 2412.12785 · arxiv_version: 2412.12785v2 · doi: 10.48550/arxiv.2412.12785 · pith_short_12: 2I2XDWUKIYTZ · pith_short_16: 2I2XDWUKIYTZ6HRT · pith_short_8: 2I2XDWUK

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/2I2XDWUKIYTZ6HRT3OSQMLQZMI \
  | 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: d23571da8a46279f1e33dba5062e19622d9f2471e947ea774452f09942477a3c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fb66ad8edf88e99f8c5faeca2946e911bf24e16c9f6ba1cb1cc112f86a4f43b9",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-17T10:44:47Z",
    "title_canon_sha256": "ff3212dde8453d34659706988847ed90296c1197243a3859273ad090b936aa39"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.12785",
    "kind": "arxiv",
    "version": 2
  }
}