Pith Number

pith:ZGJZOV5B

pith:2021:ZGJZOV5BVFXIGGYJI2JFFJ2TQK

not attested not anchored not stored refs pending

Modelling of Received Signals in Molecular Communication Systems based machine learning: Comparison of azure machine learning and Python tools

Mahmoud S. Fayed, Soha Mohamed

arxiv:2112.10214 v1 · 2021-12-19 · cs.LG · cs.ET

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZGJZOV5BVFXIGGYJI2JFFJ2TQK}

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	2026-07-05T03:42:12.435573Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c9939757a1a96e831b09469252a753829f640360b81f0a3b65d65a015f343f20

Aliases

arxiv: 2112.10214 · arxiv_version: 2112.10214v1 · doi: 10.48550/arxiv.2112.10214 · pith_short_12: ZGJZOV5BVFXI · pith_short_16: ZGJZOV5BVFXIGGYJ · pith_short_8: ZGJZOV5B

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/ZGJZOV5BVFXIGGYJI2JFFJ2TQK \
  | 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: c9939757a1a96e831b09469252a753829f640360b81f0a3b65d65a015f343f20

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c490cb2ca16401ad501aa079e52f0992cb9c43eaf606e5928a2f8ce8a26ae982",
    "cross_cats_sorted": [
      "cs.ET"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-19T18:15:17Z",
    "title_canon_sha256": "626b13afad7a2511548dcac1254ee3d5ec860b8ff93edf65ec1a1a6b3d8bba48"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.10214",
    "kind": "arxiv",
    "version": 1
  }
}