Pith Number

pith:O2I6WL3S

pith:2024:O2I6WL3SGV5BNV4EKNTZFUMDPF

not attested not anchored not stored refs pending

Learn from Downstream and Be Yourself in Multimodal Large Language Model Fine-Tuning

Bo Du, Dacheng Tao, Didi Zhu, Guancheng Wan, He Li, Jian Liang, Mang Ye, Wenke Huang, Zekun Shi

arxiv:2411.10928 v1 · 2024-11-17 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{O2I6WL3SGV5BNV4EKNTZFUMDPF}

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	2026-07-05T09:36:25.182967Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7691eb2f72357a16d784536792d1837948d45b37637bf704e3c2c8635da64a6d

Aliases

arxiv: 2411.10928 · arxiv_version: 2411.10928v1 · doi: 10.48550/arxiv.2411.10928 · pith_short_12: O2I6WL3SGV5B · pith_short_16: O2I6WL3SGV5BNV4E · pith_short_8: O2I6WL3S

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/O2I6WL3SGV5BNV4EKNTZFUMDPF \
  | 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: 7691eb2f72357a16d784536792d1837948d45b37637bf704e3c2c8635da64a6d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5466c0c261cf15ebc56b7aa86dd5cfc10cd97608b91a107e38d361d14a3245f0",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-11-17T01:16:37Z",
    "title_canon_sha256": "c109691348d1900af52d527da878e9f71f5af2d44b11cda74795d6669ac7931d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.10928",
    "kind": "arxiv",
    "version": 1
  }
}