Pith Number

pith:GGM4SXMG

pith:2024:GGM4SXMG3OALFXCN3C3GWHDWEO

not attested not anchored not stored refs pending

On the Trade-off between Flatness and Optimization in Distributed Learning

Ali H. Sayed, Kun Yuan, Ying Cao, Zhaoxian Wu

arxiv:2406.20006 v2 · 2024-06-28 · 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{GGM4SXMG3OALFXCN3C3GWHDWEO}

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.

Cited by

1 paper in Pith

On the Surprising Effectiveness of a Single Global Merging in Decentralized Learning

Receipt and verification

First computed	2026-07-05T11:30:36.739504Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3199c95d86db80b2dc4dd8b66b1c762398e4a576b69da396960b4e1030f4fe84

Aliases

arxiv: 2406.20006 · arxiv_version: 2406.20006v2 · doi: 10.48550/arxiv.2406.20006 · pith_short_12: GGM4SXMG3OAL · pith_short_16: GGM4SXMG3OALFXCN · pith_short_8: GGM4SXMG

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/GGM4SXMG3OALFXCN3C3GWHDWEO \
  | 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: 3199c95d86db80b2dc4dd8b66b1c762398e4a576b69da396960b4e1030f4fe84

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c39dbc1efa2d202cff8ab4b98445b6bcbf8570a8929e07afa72479809a1a3ab0",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-28T15:46:08Z",
    "title_canon_sha256": "3a8d10ac130dca01a39af3af437b6d138c4345ed8a76bde4d303258e446d641d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.20006",
    "kind": "arxiv",
    "version": 2
  }
}