Pith Number

pith:YEMKV7UD

pith:2018:YEMKV7UDD2V4YWMII2O2RMNOYX

not attested not anchored not stored refs pending

Approximating the Void: Learning Stochastic Channel Models from Observation with Variational Generative Adversarial Networks

Nathan West, Tamoghna Roy, Timothy J. O'Shea

arxiv:1805.06350 v2 · 2018-05-16 · cs.LG · eess.SP · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YEMKV7UDD2V4YWMII2O2RMNOYX}

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.

Cited by

1 paper in Pith

Next-generation Wireless Solutions for the Smart Factory, Smart Vehicles, the Smart Grid and Smart Cities

Receipt and verification

First computed	2026-05-18T00:07:40.365281Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c118aafe831eabcc5988469da8b1aec5cf714e638480177f0a23d3b80e9aab2b

Aliases

arxiv: 1805.06350 · arxiv_version: 1805.06350v2 · doi: 10.48550/arxiv.1805.06350 · pith_short_12: YEMKV7UDD2V4 · pith_short_16: YEMKV7UDD2V4YWMI · pith_short_8: YEMKV7UD

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/YEMKV7UDD2V4YWMII2O2RMNOYX \
  | 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: c118aafe831eabcc5988469da8b1aec5cf714e638480177f0a23d3b80e9aab2b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0631d9ec714098e9f57d1c0c18509b8ae89596298b46807e924f6589d457c983",
    "cross_cats_sorted": [
      "eess.SP",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-05-16T14:43:33Z",
    "title_canon_sha256": "3248f574af53e88d84edae046f949fe447ebdf3929d9af83c41d8c977283c00e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1805.06350",
    "kind": "arxiv",
    "version": 2
  }
}