Pith Number

pith:IRTK24IF

pith:2022:IRTK24IFDJTCD3UQG2YJRSBYIM

not attested not anchored not stored refs pending

Achieving Efficient Distributed Machine Learning Using a Novel Non-Linear Class of Aggregation Functions

Andre Wibisono, Haizhou Du, Qiao Xiang, Ryan Yang, Wei Huang, Yijian Chen

arxiv:2201.12488 v2 · 2022-01-29 · cs.LG · 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{IRTK24IFDJTCD3UQG2YJRSBYIM}

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	2026-07-05T03:58:20.548414Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4466ad71051a6621ee9036b098c838433910d44ac28e6394831b7d2c291ff727

Aliases

arxiv: 2201.12488 · arxiv_version: 2201.12488v2 · doi: 10.48550/arxiv.2201.12488 · pith_short_12: IRTK24IFDJTC · pith_short_16: IRTK24IFDJTCD3UQ · pith_short_8: IRTK24IF

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/IRTK24IFDJTCD3UQG2YJRSBYIM \
  | 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: 4466ad71051a6621ee9036b098c838433910d44ac28e6394831b7d2c291ff727

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d483ce677302c78ddcd5c55a7f190841272aed2d0b767ecec152626a93373cb8",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-01-29T03:43:26Z",
    "title_canon_sha256": "b6167d55cd36b6a049aefd76e325076c0d08f3ade41b4f80673f2a3ea1b0826b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2201.12488",
    "kind": "arxiv",
    "version": 2
  }
}