Pith Number

pith:M6URKLDE

pith:2023:M6URKLDEXVY77S5GFAF4ZRWZM6

not attested not anchored not stored refs pending

Speed Up Federated Learning in Heterogeneous Environment: A Dynamic Tiering Approach

Feng Yan, Lei Yang, Seyed Mahmoud Sajjadi Mohammadabadi, Syed Zawad

arxiv:2312.05642 v1 · 2023-12-09 · cs.LG · cs.AI · cs.MA · cs.PF

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{M6URKLDEXVY77S5GFAF4ZRWZM6}

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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

FedADP: Unified Model Aggregation for Federated Learning with Heterogeneous Model Architectures

Receipt and verification

First computed	2026-07-05T07:22:30.117757Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

67a9152c64bd71ffcba6280bccc6d967a5c2ce84ecd61cfcedd23a5519f8ae03

Aliases

arxiv: 2312.05642 · arxiv_version: 2312.05642v1 · doi: 10.48550/arxiv.2312.05642 · pith_short_12: M6URKLDEXVY7 · pith_short_16: M6URKLDEXVY77S5G · pith_short_8: M6URKLDE

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/M6URKLDEXVY77S5GFAF4ZRWZM6 \
  | 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: 67a9152c64bd71ffcba6280bccc6d967a5c2ce84ecd61cfcedd23a5519f8ae03

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7257bf1118c66d257e145cd73e93a0d4f6a5e65e9785a9e4aacf96f8ba7851e0",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA",
      "cs.PF"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-09T19:09:19Z",
    "title_canon_sha256": "02ec32db63e01d5f74f8bd4b88443640f79c022bdfb66a2120aa3af5e038f042"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.05642",
    "kind": "arxiv",
    "version": 1
  }
}