Pith Number

pith:OKJ6G567

pith:2024:OKJ6G567QPKEDPQCQBICTUK4PF

not attested not anchored not stored refs pending

FedDW: Distilling Weights through Consistency Optimization in Heterogeneous Federated Learning

Jiayu Liu, Jing Yang, Nianbin Wang, Xiaohui Tao, Yong Wang

arxiv:2412.04521 v1 · 2024-12-05 · cs.LG · cs.CE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OKJ6G567QPKEDPQCQBICTUK4PF}

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	2026-07-05T09:45:18.993013Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7293e377df83d441be02805029d15c794a348e3a879f82d1450b6fdfaa803cbb

Aliases

arxiv: 2412.04521 · arxiv_version: 2412.04521v1 · doi: 10.48550/arxiv.2412.04521 · pith_short_12: OKJ6G567QPKE · pith_short_16: OKJ6G567QPKEDPQC · pith_short_8: OKJ6G567

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/OKJ6G567QPKEDPQCQBICTUK4PF \
  | 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: 7293e377df83d441be02805029d15c794a348e3a879f82d1450b6fdfaa803cbb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "38c2bf71917f10dfda2e787515aa1f404ad831c656b4b30392c0595403280e3d",
    "cross_cats_sorted": [
      "cs.CE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-05T12:32:40Z",
    "title_canon_sha256": "6a8bf138bfcd8ae397443e62eb249abad032957ad82ca264625917dcffe73e03"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.04521",
    "kind": "arxiv",
    "version": 1
  }
}