Pith Number

pith:2REERM5R

pith:2024:2REERM5RYU3SWPF3VPJ5PQHOQP

not attested not anchored not stored refs pending

Automated Multi-level Preference for MLLMs

Fanglong Liu, Haocheng Feng, Huanjin Yao, Jianbo Zhao, Jingdong Wang, Kang Rong, Mengxi Zhang, Wenhao Wu, Yifan Sun, Yu Lu, Yuxin Song

arxiv:2405.11165 v4 · 2024-05-18 · 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{2REERM5RYU3SWPF3VPJ5PQHOQP}

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	2026-07-05T08:24:24.897106Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d44848b3b1c5372b3cbbabd3d7c0ee83ef4e80315dd48de6614b88fd78b06013

Aliases

arxiv: 2405.11165 · arxiv_version: 2405.11165v4 · doi: 10.48550/arxiv.2405.11165 · pith_short_12: 2REERM5RYU3S · pith_short_16: 2REERM5RYU3SWPF3 · pith_short_8: 2REERM5R

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/2REERM5RYU3SWPF3VPJ5PQHOQP \
  | 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: d44848b3b1c5372b3cbbabd3d7c0ee83ef4e80315dd48de6614b88fd78b06013

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e3d3c60edd299618e8f5b8d9735e6150ae0843247e302a9e343c204f82b9640c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-05-18T03:49:37Z",
    "title_canon_sha256": "2d2361eafb62926a9700752e6d173d05e9e7450b278544c12e0561f9da06d565"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.11165",
    "kind": "arxiv",
    "version": 4
  }
}