Pith Number

pith:VTV3DTGE

pith:2023:VTV3DTGET4XFDQGKFMW3ZRVGDO

not attested not anchored not stored refs pending

DYNAMITE: Dynamic Interplay of Mini-Batch Size and Aggregation Frequency for Federated Learning with Static and Streaming Dataset

Carlee Joe-Wong, Jingpu Duan, Weijie Liu, Xiaoxi Zhang, Xu Chen, Zhi Zhou

arxiv:2310.14906 v1 · 2023-10-20 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VTV3DTGET4XFDQGKFMW3ZRVGDO}

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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.

Receipt and verification

First computed	2026-07-05T12:05:58.261515Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

acebb1ccc49f2e51c0ca2b2dbcc6a61b9b01ef42903be070e21ff2d41be1b845

Aliases

arxiv: 2310.14906 · arxiv_version: 2310.14906v1 · doi: 10.48550/arxiv.2310.14906 · pith_short_12: VTV3DTGET4XF · pith_short_16: VTV3DTGET4XFDQGK · pith_short_8: VTV3DTGE

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/VTV3DTGET4XFDQGKFMW3ZRVGDO \
  | 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: acebb1ccc49f2e51c0ca2b2dbcc6a61b9b01ef42903be070e21ff2d41be1b845

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6a20f47a4d37f0baf2d511b1e61e336b3befb083d2028152d828eee9516b2378",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-20T08:36:12Z",
    "title_canon_sha256": "fb9b441e11aa18db06ed0bd78bd70277218a8a801b09b60dc2a84d894ebc9ebf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.14906",
    "kind": "arxiv",
    "version": 1
  }
}