Pith Number

pith:OZVPFAPQ

pith:2023:OZVPFAPQACRJRVBQ6FMK3G5QF3

not attested not anchored not stored refs pending

Learning Customized Visual Models with Retrieval-Augmented Knowledge

Ce Liu, Chunyuan Li, Haotian Liu, Jianfeng Gao, Jianwei Yang, Kilho Son, Yong Jae Lee

arxiv:2301.07094 v1 · 2023-01-17 · cs.CV · cs.AI · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OZVPFAPQACRJRVBQ6FMK3G5QF3}

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.

Cited by

1 paper in Pith

LLaVA-Med: Training a Large Language-and-Vision Assistant for Biomedicine in One Day

Receipt and verification

First computed	2026-07-05T05:33:38.899531Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

766af281f000a298d430f158ad9bb02ec8ce08e77a1f7c42133142ddbd40b26f

Aliases

arxiv: 2301.07094 · arxiv_version: 2301.07094v1 · doi: 10.48550/arxiv.2301.07094 · pith_short_12: OZVPFAPQACRJ · pith_short_16: OZVPFAPQACRJRVBQ · pith_short_8: OZVPFAPQ

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/OZVPFAPQACRJRVBQ6FMK3G5QF3 \
  | 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: 766af281f000a298d430f158ad9bb02ec8ce08e77a1f7c42133142ddbd40b26f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a6bce735b9347a1e6196c588ed78d9c50996020f66fed57ac6397c906d0f0a9f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-01-17T18:59:06Z",
    "title_canon_sha256": "a7b28ad3ad92b272a7b5d3075be804c35a0333cb3ed84fa32ec0277df209f606"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.07094",
    "kind": "arxiv",
    "version": 1
  }
}