Pith Number

pith:ALITAD7I

pith:2024:ALITAD7IVCNTFGOPY7T7H4CIXO

not attested not anchored not stored refs pending

From Generalist to Specialist: Adapting Vision Language Models via Task-Specific Visual Instruction Tuning

Daniel Shu Wei Ting, Jun Zhou, Rick Siow Mong Goh, Yang Bai, Yang Zhou, Yong Liu

arxiv:2410.06456 v1 · 2024-10-09 · 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{ALITAD7IVCNTFGOPY7T7H4CIXO}

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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

Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence

Receipt and verification

First computed	2026-07-05T09:18:01.945658Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

02d1300fe8a89b3299cfc7e7f3f048bb8d6d000e95f71592c146ddd0715c16ff

Aliases

arxiv: 2410.06456 · arxiv_version: 2410.06456v1 · doi: 10.48550/arxiv.2410.06456 · pith_short_12: ALITAD7IVCNT · pith_short_16: ALITAD7IVCNTFGOP · pith_short_8: ALITAD7I

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/ALITAD7IVCNTFGOPY7T7H4CIXO \
  | 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: 02d1300fe8a89b3299cfc7e7f3f048bb8d6d000e95f71592c146ddd0715c16ff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "76507746de1af7501e9ba3eba05d2ab504f6918dae272ae4c4d93887960acb7a",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-10-09T01:24:04Z",
    "title_canon_sha256": "d45bc3a4fb22060fc8a4b803d493d0b130c09a498d2603c7bd46234cce9fe301"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.06456",
    "kind": "arxiv",
    "version": 1
  }
}