Pith Number

pith:CPMMQ2WG

pith:2025:CPMMQ2WGJS7FIE4K2MC2EUJYZP

not attested not anchored not stored refs pending

Prototype-Guided and Lightweight Adapters for Inherent Interpretation and Generalisation in Federated Learning

Kerol Djoumessi, Philipp Berens, Samuel Ofosu Mensah

arxiv:2507.05852 v1 · 2025-07-08 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CPMMQ2WGJS7FIE4K2MC2EUJYZP}

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	2026-07-05T11:33:37.205988Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

13d8c86ac64cbe54138ad305a25138cbf24c7dc3845344b9d1c6287032816419

Aliases

arxiv: 2507.05852 · arxiv_version: 2507.05852v1 · doi: 10.48550/arxiv.2507.05852 · pith_short_12: CPMMQ2WGJS7F · pith_short_16: CPMMQ2WGJS7FIE4K · pith_short_8: CPMMQ2WG

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/CPMMQ2WGJS7FIE4K2MC2EUJYZP \
  | 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: 13d8c86ac64cbe54138ad305a25138cbf24c7dc3845344b9d1c6287032816419

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "835f82d3ff51ffd195b971cb1577b5f20ab2f43ca01517ee1a02312384553d70",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-08T10:30:08Z",
    "title_canon_sha256": "3b352c6e901b80ccbcf35cad25bfba61c3e3a1478d5c3ede3e1a40dc766b2b80"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.05852",
    "kind": "arxiv",
    "version": 1
  }
}