Pith Number

pith:W3VB3T4X

pith:2022:W3VB3T4XNM43X3GA7RIDSCPCHF

not attested not anchored not stored refs pending

Massive Data Generation for Deep Learning-aided Wireless Systems Using Meta Learning and Generative Adversarial Network

Byonghyo Shim, Jinhong Kim, Yongjun Ahn

arxiv:2208.11910 v1 · 2022-08-25 · cs.IT · math.IT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{W3VB3T4XNM43X3GA7RIDSCPCHF}

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	2026-07-05T08:17:54.949349Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b6ea1dcf976b39bbecc0fc503909e2396b2c47847f337466c34040b68f785700

Aliases

arxiv: 2208.11910 · arxiv_version: 2208.11910v1 · doi: 10.48550/arxiv.2208.11910 · pith_short_12: W3VB3T4XNM43 · pith_short_16: W3VB3T4XNM43X3GA · pith_short_8: W3VB3T4X

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/W3VB3T4XNM43X3GA7RIDSCPCHF \
  | 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: b6ea1dcf976b39bbecc0fc503909e2396b2c47847f337466c34040b68f785700

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0291b35eb4c9c9746fb90b8bd9adf41ee6c5077f242e56508bd59d4cecb09c14",
    "cross_cats_sorted": [
      "math.IT"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.IT",
    "submitted_at": "2022-08-25T07:45:31Z",
    "title_canon_sha256": "5c01c589811d44e9524d97e69f89f2d29ec9a0a33cde7226bb46ae5b23c3e00d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.11910",
    "kind": "arxiv",
    "version": 1
  }
}