Pith Number

pith:KTP5DGH2

pith:2024:KTP5DGH2YYPLUDYQHUUBRLN7YW

not attested not anchored not stored refs pending

Efficient Federated Learning Using Dynamic Update and Adaptive Pruning with Momentum on Shared Server Data

Dejing Dou, Hong Zhang, Huaiyu Dai, Ji Liu, Juncheng Jia, Leye Wang, Yang Zhou, Yuhui Yun

arxiv:2408.05678 v1 · 2024-08-11 · cs.DC · cs.AI · 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{KTP5DGH2YYPLUDYQHUUBRLN7YW}

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.

Receipt and verification

First computed	2026-07-05T08:54:23.533946Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

54dfd198fac61eba0f103d2818adbfc59eac922605b4387c61c75edc43593709

Aliases

arxiv: 2408.05678 · arxiv_version: 2408.05678v1 · doi: 10.48550/arxiv.2408.05678 · pith_short_12: KTP5DGH2YYPL · pith_short_16: KTP5DGH2YYPLUDYQ · pith_short_8: KTP5DGH2

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/KTP5DGH2YYPLUDYQHUUBRLN7YW \
  | 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: 54dfd198fac61eba0f103d2818adbfc59eac922605b4387c61c75edc43593709

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aad08590a990fadbc97c6c81de50ed046792628228d54e81dce7a9b00bdfa7b0",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-08-11T02:59:11Z",
    "title_canon_sha256": "6b105a260edee388fb2e26208e1a2ea63d5fca14e7f83a835d0b8a89f99fd8e5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.05678",
    "kind": "arxiv",
    "version": 1
  }
}