Pith Number

pith:GGKCGV6P

pith:2024:GGKCGV6P2YY4LCLCDCKKIQ44C7

not attested not anchored not stored refs pending

FedFa: A Fully Asynchronous Training Paradigm for Federated Learning

Benben Liu, Haotian Xu, Jiannong Cao, Khalid Ayed Alharthi, Sheng Di, Zhaorui Zhang

arxiv:2404.11015 v2 · 2024-04-17 · cs.LG · cs.AI · 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{GGKCGV6P2YY4LCLCDCKKIQ44C7}

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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

MoE-Compression: How the Compression Error of Experts Affects the Inference Accuracy of MoE Model?

Receipt and verification

First computed	2026-07-05T08:10:26.719952Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

31942357cfd631c589621894a4439c17d6e36ec78cd035700eb88ff5046126d8

Aliases

arxiv: 2404.11015 · arxiv_version: 2404.11015v2 · doi: 10.48550/arxiv.2404.11015 · pith_short_12: GGKCGV6P2YY4 · pith_short_16: GGKCGV6P2YY4LCLC · pith_short_8: GGKCGV6P

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/GGKCGV6P2YY4LCLCDCKKIQ44C7 \
  | 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: 31942357cfd631c589621894a4439c17d6e36ec78cd035700eb88ff5046126d8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "267a42ee355f9671fb526ce1292c629fce28af208dff7786c94779a589736ff1",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-17T02:46:59Z",
    "title_canon_sha256": "fdb0481eab1da19bcc62542789f518e451b3378da943988450ee985d9ffaf189"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.11015",
    "kind": "arxiv",
    "version": 2
  }
}