Pith Number

pith:BFZD7BCA

pith:2024:BFZD7BCABRI6ZC35AG25SOZVLT

not attested not anchored not stored refs pending

Fine-Tuning and Deploying Large Language Models Over Edges: Issues and Approaches

Chengming Li, Haijun Zhang, Song Guo, Victor C. M. Leung, Xiping Hu, Yanjie Dong

arxiv:2408.10691 v3 · 2024-08-20 · 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{BFZD7BCABRI6ZC35AG25SOZVLT}

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

Toward Edge General Intelligence with Multiple-Large Language Model (Multi-LLM): Architecture, Trust, and Orchestration

Receipt and verification

First computed	2026-07-05T11:49:03.986226Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

09723f84400c51ec8b7d01b5d93b355cd0365d897bafe53410a662d2aeb782d4

Aliases

arxiv: 2408.10691 · arxiv_version: 2408.10691v3 · doi: 10.48550/arxiv.2408.10691 · pith_short_12: BFZD7BCABRI6 · pith_short_16: BFZD7BCABRI6ZC35 · pith_short_8: BFZD7BCA

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/BFZD7BCABRI6ZC35AG25SOZVLT \
  | 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: 09723f84400c51ec8b7d01b5d93b355cd0365d897bafe53410a662d2aeb782d4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3f05d69f05455b9a88d52395aa47fa97a3209df1463fe98a5f1d9bea0de25109",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-08-20T09:42:17Z",
    "title_canon_sha256": "4d1b9ec9c5252915d8d44551c39befb3c4cc9fac306cf1b1836129074ae419e7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.10691",
    "kind": "arxiv",
    "version": 3
  }
}