Pith Number

pith:Q3DNNZBA

pith:2021:Q3DNNZBAGOCW4RERGWBCZCUKFE

not attested not anchored not stored refs pending

Federated Mixture of Experts

Christos Louizos, Efstratios Gavves, Matthias Reisser, Max Welling

arxiv:2107.06724 v1 · 2021-07-14 · cs.LG · 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{Q3DNNZBAGOCW4RERGWBCZCUKFE}

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

3 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

FedSQ: Optimized Weight Averaging via Fixed Gating

Receipt and verification

First computed	2026-07-05T02:58:00.864956Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

86c6d6e42033856e449135822c8a8a292e88954f67a46f8645dd5839bbc2ca90

Aliases

arxiv: 2107.06724 · arxiv_version: 2107.06724v1 · doi: 10.48550/arxiv.2107.06724 · pith_short_12: Q3DNNZBAGOCW · pith_short_16: Q3DNNZBAGOCW4RER · pith_short_8: Q3DNNZBA

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/Q3DNNZBAGOCW4RERGWBCZCUKFE \
  | 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: 86c6d6e42033856e449135822c8a8a292e88954f67a46f8645dd5839bbc2ca90

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "39f67a7fc474b312919512d61b7ebd90e67a873a5f1b2734913ab8f3f434b5ff",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-07-14T14:15:24Z",
    "title_canon_sha256": "9314a63689b2a8dfddc0bc0c67f142dd5170ccddab2cbec74391427cc05bd697"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.06724",
    "kind": "arxiv",
    "version": 1
  }
}