Pith Number

pith:JP5UKTIR

pith:2020:JP5UKTIRBUK6XK5UI4NSQ2RG76

not attested not anchored not stored refs pending

Specialized federated learning using a mixture of experts

Daniel Gillblad, Edvin Listo Zec, John Martinsson, Leon Ren\'e S\"utfeld, Olof Mogren

arxiv:2010.02056 v3 · 2020-10-05 · 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{JP5UKTIRBUK6XK5UI4NSQ2RG76}

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.

Cited by

2 papers in Pith

FoMoE: Breaking the Full-Replica Barrier with a Federation of MoEs

FLEX-MoE: Federated Mixture-of-Experts with Load-balanced Expert Assignment for Edge Computing

Receipt and verification

First computed	2026-07-05T02:13:18.107699Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4bfb454d110d15ebabb4471b286a26ffabea272ed8efbeebeed2e857fa55654c

Aliases

arxiv: 2010.02056 · arxiv_version: 2010.02056v3 · doi: 10.48550/arxiv.2010.02056 · pith_short_12: JP5UKTIRBUK6 · pith_short_16: JP5UKTIRBUK6XK5U · pith_short_8: JP5UKTIR

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/JP5UKTIRBUK6XK5UI4NSQ2RG76 \
  | 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: 4bfb454d110d15ebabb4471b286a26ffabea272ed8efbeebeed2e857fa55654c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0c87d049e20ade53b04672357ee4e0910ea0d716eb5430641a30b126f48173db",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-10-05T14:43:57Z",
    "title_canon_sha256": "dcf228d885d2c47df8d80037513a7e4ec49d0db3bf1f3a5d60a292b1e22a8139"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.02056",
    "kind": "arxiv",
    "version": 3
  }
}