Pith Number

pith:KWN4RZ3A

pith:2023:KWN4RZ3A4KEALSTXFSCHAMD44K

not attested not anchored not stored refs pending

A Comprehensive Review and a Taxonomy of Edge Machine Learning: Requirements, Paradigms, and Techniques

Ebtesam Almazrouei, Hakim Hacid, Merouane Debbah, Wenbin Li

arxiv:2302.08571 v2 · 2023-02-16 · cs.LG · cs.AI · 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{KWN4RZ3A4KEALSTXFSCHAMD44K}

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	2026-07-05T06:50:53.815405Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

559bc8e760e28805ca772c8470307ce2bd3efac2c0c7e85e7c07a9a3608286cb

Aliases

arxiv: 2302.08571 · arxiv_version: 2302.08571v2 · doi: 10.48550/arxiv.2302.08571 · pith_short_12: KWN4RZ3A4KEA · pith_short_16: KWN4RZ3A4KEALSTX · pith_short_8: KWN4RZ3A

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/KWN4RZ3A4KEALSTXFSCHAMD44K \
  | 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: 559bc8e760e28805ca772c8470307ce2bd3efac2c0c7e85e7c07a9a3608286cb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fc461b71cf8f5b2b3275f05d21b96a1d508924bfaf6c76f96310029d266709bd",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-16T20:33:33Z",
    "title_canon_sha256": "1b31d689cf7012e4911ea7e00ab73ced667a18d625e6095fe9945dbcb7d82057"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.08571",
    "kind": "arxiv",
    "version": 2
  }
}