Pith Number

pith:3AS3KQ7M

pith:2023:3AS3KQ7MSHFMMESBVAADCCSV2N

not attested not anchored not stored refs pending

Simplifying Distributed Neural Network Training on Massive Graphs: Randomized Partitions Improve Model Aggregation

Aishwarya Reganti, Charles Dickens, Danai Koutra, Edward Huang, Jiong Zhu, Karthik Subbian, Nikhil Rao

arxiv:2305.09887 v1 · 2023-05-17 · 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{3AS3KQ7MSHFMMESBVAADCCSV2N}

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	2026-07-05T06:11:06.774921Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d825b543ec91cac61241a800310a55d35a7762b32b55a947727e5ec04dd255f8

Aliases

arxiv: 2305.09887 · arxiv_version: 2305.09887v1 · doi: 10.48550/arxiv.2305.09887 · pith_short_12: 3AS3KQ7MSHFM · pith_short_16: 3AS3KQ7MSHFMMESB · pith_short_8: 3AS3KQ7M

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/3AS3KQ7MSHFMMESBVAADCCSV2N \
  | 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: d825b543ec91cac61241a800310a55d35a7762b32b55a947727e5ec04dd255f8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ef6623056328342fedc2dbe423a3e2407e5899ffc3f53df1cb4c50450b6a99df",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-17T01:49:44Z",
    "title_canon_sha256": "6a4475ab8ebc8f27f1c393d00ee3952c0939a51c6461964d75a1334c77055a73"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.09887",
    "kind": "arxiv",
    "version": 1
  }
}