Pith Number

pith:CYRWOPCJ

pith:2025:CYRWOPCJVGCT5NFMNQZDSQE7ZN

not attested not anchored not stored refs pending

Fine-tuning Multimodal Transformers on Edge: A Parallel Split Learning Approach

Nirvana Meratnia, Timo Fudala, Vasileios Tsouvalas

arxiv:2502.06355 v3 · 2025-02-10 · cs.DC · 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{CYRWOPCJVGCT5NFMNQZDSQE7ZN}

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	2026-07-05T11:34:04.323374Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1623673c49a9853eb4ac6c3239409fcb59312079d851eee8a52d79d664b4b0e8

Aliases

arxiv: 2502.06355 · arxiv_version: 2502.06355v3 · doi: 10.48550/arxiv.2502.06355 · pith_short_12: CYRWOPCJVGCT · pith_short_16: CYRWOPCJVGCT5NFM · pith_short_8: CYRWOPCJ

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/CYRWOPCJVGCT5NFMNQZDSQE7ZN \
  | 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: 1623673c49a9853eb4ac6c3239409fcb59312079d851eee8a52d79d664b4b0e8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d1f9f3c92bec82c9fda52e98b01dad0ed17b96eafa2697560cf8189c5d493e63",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2025-02-10T11:10:41Z",
    "title_canon_sha256": "e2e7cf6290a4a61461f3acfbf8cbf556a04a7f04cf9f062b1f6b0f9791b10699"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.06355",
    "kind": "arxiv",
    "version": 3
  }
}