Pith Number

pith:5F2MVLYB

pith:2025:5F2MVLYBJWBVPJKHGJZZNU2GN5

not attested not anchored not stored refs pending

Self-Evolving Vision-Language Models for Image Quality Assessment via Voting and Ranking

Junlin Li, Kanglong Fan, Li Zhang, Tianwu Zhi, Wen Wen, Xinge Peng, Yabin Zhang, Yang Li, Yiting Liao

arxiv:2509.25787 v5 · 2025-09-30 · 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{5F2MVLYBJWBVPJKHGJZZNU2GN5}

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

4 papers in Pith

EvoVid: Temporal-Centric Self-Evolution for Video Large Language Models

Preferences Order, Ratings Anchor: From Fused Expert Aesthetic Ground Truth to Self-Distillation

What If Consensus Lies? Selective-Complementary Reinforcement Learning at Test Time

Receipt and verification

First computed	2026-06-12T01:09:14.520594Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e974caaf014d8357a547327396d3466f4e637adac2c469580a80df883e3f5f85

Aliases

arxiv: 2509.25787 · arxiv_version: 2509.25787v5 · doi: 10.48550/arxiv.2509.25787 · pith_short_12: 5F2MVLYBJWBV · pith_short_16: 5F2MVLYBJWBVPJKH · pith_short_8: 5F2MVLYB

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/5F2MVLYBJWBVPJKHGJZZNU2GN5 \
  | 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: e974caaf014d8357a547327396d3466f4e637adac2c469580a80df883e3f5f85

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "990bbd396033268e67c164ed7e75a7894741804863f567fde39c17ea3ed7a162",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-09-30T04:57:26Z",
    "title_canon_sha256": "77826a429ddbaf5f7bcf83140e806618759bda3ca871950af1b47888ae8111e9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.25787",
    "kind": "arxiv",
    "version": 5
  }
}