Pith Number

pith:ITERPCJM

pith:2025:ITERPCJMSWA3LVFLNJJ5DFTKMH

not attested not anchored not stored refs pending

A Comprehensive Review on Understanding the Decentralized and Collaborative Approach in Machine Learning

Abdur Rashid, Kishor Datta Gupta, Md Abdullah Al Nasim, Md Jahirul Islam, Md. Zihad Bin Jahangir, Parag Biswas, Sarwar Saif

arxiv:2503.09833 v1 · 2025-03-12 · 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{ITERPCJMSWA3LVFLNJJ5DFTKMH}

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	2026-07-05T10:30:09.569412Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

44c917892c9581b5d4ab6a53d1966a61e646d41278e504de25f2e979a52a0bc3

Aliases

arxiv: 2503.09833 · arxiv_version: 2503.09833v1 · doi: 10.48550/arxiv.2503.09833 · pith_short_12: ITERPCJMSWA3 · pith_short_16: ITERPCJMSWA3LVFL · pith_short_8: ITERPCJM

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/ITERPCJMSWA3LVFLNJJ5DFTKMH \
  | 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: 44c917892c9581b5d4ab6a53d1966a61e646d41278e504de25f2e979a52a0bc3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "79dc4ebd75206a753d00af56dcacb2c4c19bef43684404f2ef9909a2a21ae0ec",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-12T20:54:22Z",
    "title_canon_sha256": "7c93df0d5fced8fb7baadbfcbca6c1fcbaabf219e60a17c3420d9f5db3fc2cf9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.09833",
    "kind": "arxiv",
    "version": 1
  }
}