Pith Number

pith:S25FZWCK

pith:2023:S25FZWCKFL4MJ5Q4MJ5XRTLKIT

not attested not anchored not stored refs pending

Learning from models beyond fine-tuning

Anke Tang, Bo Du, Dacheng Tao, Han Hu, Hongling Zheng, Li Shen, Yonggang Wen, Yong Luo

arxiv:2310.08184 v2 · 2023-10-12 · cs.AI · 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{S25FZWCKFL4MJ5Q4MJ5XRTLKIT}

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

Model Merging in LLMs, MLLMs, and Beyond: Methods, Theories, Applications and Opportunities

Receipt and verification

First computed	2026-07-05T10:11:14.018747Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

96ba5cd84a2af8c4f61c627b78cd6a44faef67336b4f98c89a778ee0a85f6dea

Aliases

arxiv: 2310.08184 · arxiv_version: 2310.08184v2 · doi: 10.48550/arxiv.2310.08184 · pith_short_12: S25FZWCKFL4M · pith_short_16: S25FZWCKFL4MJ5Q4 · pith_short_8: S25FZWCK

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/S25FZWCKFL4MJ5Q4MJ5XRTLKIT \
  | 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: 96ba5cd84a2af8c4f61c627b78cd6a44faef67336b4f98c89a778ee0a85f6dea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0e2cd9f1df71a56309cd6ee47d1cdf2eafc8993f04c027a0dbe12d728905b288",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-10-12T10:20:36Z",
    "title_canon_sha256": "f238febd81535527d8241fe6646a9fa38e4e94e0c5e6bfbec8a48db4412be39b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.08184",
    "kind": "arxiv",
    "version": 2
  }
}