Pith Number

pith:4VUDM7MC

pith:2024:4VUDM7MC43KLYHJQJUO2O3TZTS

not attested not anchored not stored refs pending

Beyond Filtering: Adaptive Image-Text Quality Enhancement for MLLM Pretraining

Bingning Wang, Han Huang, Haoyu Lu, Liang Wang, Qiang Liu, Shu Wu, Weipeng Chen, Yuqi Huo, Zijia Zhao

arxiv:2410.16166 v1 · 2024-10-21 · cs.CV · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4VUDM7MC43KLYHJQJUO2O3TZTS}

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	2026-07-05T09:23:30.767798Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e568367d82e6d4bc1d304d1da76e799c8e90373ff6765815e7b425c271dec569

Aliases

arxiv: 2410.16166 · arxiv_version: 2410.16166v1 · doi: 10.48550/arxiv.2410.16166 · pith_short_12: 4VUDM7MC43KL · pith_short_16: 4VUDM7MC43KLYHJQ · pith_short_8: 4VUDM7MC

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/4VUDM7MC43KLYHJQJUO2O3TZTS \
  | 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: e568367d82e6d4bc1d304d1da76e799c8e90373ff6765815e7b425c271dec569

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d33e773b522d66c0ed0e93101167da5c914515b815a558d948eeedd4c0d7608c",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-10-21T16:32:41Z",
    "title_canon_sha256": "41e353d58ed266476589896cc54fb41acb1ae4e4c09b3f646e685ea516b83516"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.16166",
    "kind": "arxiv",
    "version": 1
  }
}