Pith Number

pith:NQ5B72RY

pith:2024:NQ5B72RYEW5A6RDR4BOPL447RP

not attested not anchored not stored refs pending

Linear Chain Transformation: Expanding Optimization Dynamics for Fine-Tuning Large Language Models

Chang Zuo, Hong Li, Ni Wei, Yin Xuan, Yulong Wang

arxiv:2411.00039 v1 · 2024-10-29 · cs.CL · 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{NQ5B72RYEW5A6RDR4BOPL447RP}

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	2026-07-05T09:29:36.553849Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6c3a1fea3825ba0f4471e05cf5f39f8bc2035228659bfc3ed2158cd170bdb2e9

Aliases

arxiv: 2411.00039 · arxiv_version: 2411.00039v1 · doi: 10.48550/arxiv.2411.00039 · pith_short_12: NQ5B72RYEW5A · pith_short_16: NQ5B72RYEW5A6RDR · pith_short_8: NQ5B72RY

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/NQ5B72RYEW5A6RDR4BOPL447RP \
  | 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: 6c3a1fea3825ba0f4471e05cf5f39f8bc2035228659bfc3ed2158cd170bdb2e9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7bdc10bba08fd94f070c4a0e0c4832ecdf72a64bacfbfd1164e12a803cb8a812",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-29T14:07:24Z",
    "title_canon_sha256": "fb250f2f0b7781ba5f982d770864eb0df47e4702a0ad73dc14d2ba4aa4fa30ea"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.00039",
    "kind": "arxiv",
    "version": 1
  }
}