Pith Number

pith:ZRQQCHJT

pith:2024:ZRQQCHJTEF2MFNDOIZAFU6GTSN

not attested not anchored not stored refs pending

From Holistic to Localized: Local Enhanced Adapters for Efficient Visual Instruction Fine-Tuning

Bin Zhu, Chong-Wah Ngo, Jingjing Chen, Pengkun Jiao, Yu-Gang Jiang

arxiv:2411.12787 v3 · 2024-11-19 · 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{ZRQQCHJTEF2MFNDOIZAFU6GTSN}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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	2026-07-05T11:29:52.263166Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cc61011d332174c2b46e46405a78d39356df289f33e49f82f7d9ddc5f93fa992

Aliases

arxiv: 2411.12787 · arxiv_version: 2411.12787v3 · doi: 10.48550/arxiv.2411.12787 · pith_short_12: ZRQQCHJTEF2M · pith_short_16: ZRQQCHJTEF2MFNDO · pith_short_8: ZRQQCHJT

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/ZRQQCHJTEF2MFNDOIZAFU6GTSN \
  | 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: cc61011d332174c2b46e46405a78d39356df289f33e49f82f7d9ddc5f93fa992

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "96f6a244fdda5392d3571f5d9d84c556265f2d01181d618b638d761c91f2d45a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-11-19T11:03:09Z",
    "title_canon_sha256": "c6cfbaddf3996f012e444a7204d7f55e3bf6e019326f0a8e7fe681fb8ab148ab"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.12787",
    "kind": "arxiv",
    "version": 3
  }
}