Pith Number

pith:PZN23MRC

pith:2024:PZN23MRC25TM52M6WFCTVZQ64Z

not attested not anchored not stored refs pending

Energy-Efficient Split Learning for Fine-Tuning Large Language Models in Edge Networks

Liang Li, Shaohua Wu, Songge Zhang, Zuguang Li

arxiv:2412.00090 v2 · 2024-11-27 · cs.LG · cs.CL · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PZN23MRC25TM52M6WFCTVZQ64Z}

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	2026-07-05T10:00:44.381809Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7e5badb222d766cee99eb1453ae61ee65de2a67c631bb9b14f806358a47985ea

Aliases

arxiv: 2412.00090 · arxiv_version: 2412.00090v2 · doi: 10.48550/arxiv.2412.00090 · pith_short_12: PZN23MRC25TM · pith_short_16: PZN23MRC25TM52M6 · pith_short_8: PZN23MRC

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/PZN23MRC25TM52M6WFCTVZQ64Z \
  | 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: 7e5badb222d766cee99eb1453ae61ee65de2a67c631bb9b14f806358a47985ea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7cecee497185d3b6b0a0a2e4c4a61d92242b38a0d5db2f86c5fc5032f89a6fe6",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-27T12:34:45Z",
    "title_canon_sha256": "a0ee94e90a4358197bf2fa7913bceca16a2bb04a60fc9d804655f4e4b219f269"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.00090",
    "kind": "arxiv",
    "version": 2
  }
}