Pith Number

pith:EMBLZZA2

pith:2021:EMBLZZA2FC3PXOQR6WK7OK6PVE

not attested not anchored not stored refs pending

Reservoir-Based Distributed Machine Learning for Edge Operation

Paul Toliver, Rob Miller, Silvija Kokalj-Filipovic, William Johnson

arxiv:2104.00751 v1 · 2021-04-01 · cs.LG · cs.NE · eess.SP

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EMBLZZA2FC3PXOQR6WK7OK6PVE}

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	2026-07-05T02:28:35.506304Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2302bce41a28b6fbba11f595f72bcfa91f037bc76f9b0a30e5f9b77f1373f1f6

Aliases

arxiv: 2104.00751 · arxiv_version: 2104.00751v1 · doi: 10.48550/arxiv.2104.00751 · pith_short_12: EMBLZZA2FC3P · pith_short_16: EMBLZZA2FC3PXOQR · pith_short_8: EMBLZZA2

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/EMBLZZA2FC3PXOQR6WK7OK6PVE \
  | 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: 2302bce41a28b6fbba11f595f72bcfa91f037bc76f9b0a30e5f9b77f1373f1f6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "45b653971a9098846609c855eb37284367b5fe5a27f3059a2b2ac060033426fe",
    "cross_cats_sorted": [
      "cs.NE",
      "eess.SP"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-04-01T20:06:40Z",
    "title_canon_sha256": "ffb535a13d5b139bfe8d545e095e67e077daa6ae4717702cbe6ff4f4d2bd1f37"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2104.00751",
    "kind": "arxiv",
    "version": 1
  }
}