Pith Number

pith:LR7WQGRX

pith:2021:LR7WQGRXGWL3UE2DCEI4AAMBJD

not attested not anchored not stored refs pending

Federated Learning with Buffered Asynchronous Aggregation

Ashkan Yousefpour, Dzmitry Huba, Hongyuan Zhan, John Nguyen, Kshitiz Malik, Mani Malek, Michael Rabbat

arxiv:2106.06639 v4 · 2021-06-11 · 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{LR7WQGRXGWL3UE2DCEI4AAMBJD}

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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

1 paper in Pith

Taming Volatility: Stable and Private QUIC Classification with Federated Learning

Receipt and verification

First computed	2026-07-05T04:02:16.889609Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5c7f681a373597ba13431111c0018148d830d0467dab7dffd4678e7d758b7618

Aliases

arxiv: 2106.06639 · arxiv_version: 2106.06639v4 · doi: 10.48550/arxiv.2106.06639 · pith_short_12: LR7WQGRXGWL3 · pith_short_16: LR7WQGRXGWL3UE2D · pith_short_8: LR7WQGRX

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/LR7WQGRXGWL3UE2DCEI4AAMBJD \
  | 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: 5c7f681a373597ba13431111c0018148d830d0467dab7dffd4678e7d758b7618

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "98272c5fb69556a456e5890e33ba52709bde60cd79568545ff5bcbe4789d99a2",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-11T23:29:48Z",
    "title_canon_sha256": "11e69901ebe2163e0b6eefa08d89bf45f8fd70c0398673c35c597ba2a475f034"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.06639",
    "kind": "arxiv",
    "version": 4
  }
}