Pith Number

pith:NPCP7F63

pith:2023:NPCP7F63GVHDTYNSAPEED2JDZI

not attested not anchored not stored refs pending

Federated Fine-Tuning of Foundation Models via Probabilistic Masking

Aaqib Saeed, Vasileios Tsouvalas, Yuki Asano

arxiv:2311.17299 v1 · 2023-11-29 · cs.LG · cs.CV · 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{NPCP7F63GVHDTYNSAPEED2JDZI}

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	2026-07-05T07:18:00.894766Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6bc4ff97db354e39e1b203c841e923ca0058e10fa66518ae971679af93288a9f

Aliases

arxiv: 2311.17299 · arxiv_version: 2311.17299v1 · doi: 10.48550/arxiv.2311.17299 · pith_short_12: NPCP7F63GVHD · pith_short_16: NPCP7F63GVHDTYNS · pith_short_8: NPCP7F63

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/NPCP7F63GVHDTYNSAPEED2JDZI \
  | 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: 6bc4ff97db354e39e1b203c841e923ca0058e10fa66518ae971679af93288a9f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "593cde8e752721cff4553922935c21eca3a5157ed20a7bc6e9b20956662dcfc3",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-29T01:10:39Z",
    "title_canon_sha256": "e6d3317279ed38560fd7a04ed15220ea623b104d3ffeed725a7d28cc16ce5b75"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.17299",
    "kind": "arxiv",
    "version": 1
  }
}