Pith Number

pith:XVL5GL4L

pith:2023:XVL5GL4LD7I6BDU2KZCDCI27KW

not attested not anchored not stored refs pending

Deep Generative Model and Its Applications in Efficient Wireless Network Management: A Tutorial and Case Study

Abbas Jamalipour, Dong In Kim, Dusit Niyato, Hongyang Du, Jiawen Kang, Yinqiu Liu, Zehui Xiong

arxiv:2303.17114 v1 · 2023-03-30 · cs.NI · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XVL5GL4LD7I6BDU2KZCDCI27KW}

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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

Denoising Diffusion Probabilistic Model for Radio Map Estimation in Generative Wireless Networks

Receipt and verification

First computed	2026-07-05T05:56:19.726903Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bd57d32f8b1fd1e08e9a564431235f55a891524630f63890bc6188b92ab492ce

Aliases

arxiv: 2303.17114 · arxiv_version: 2303.17114v1 · doi: 10.48550/arxiv.2303.17114 · pith_short_12: XVL5GL4LD7I6 · pith_short_16: XVL5GL4LD7I6BDU2 · pith_short_8: XVL5GL4L

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/XVL5GL4LD7I6BDU2KZCDCI27KW \
  | 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: bd57d32f8b1fd1e08e9a564431235f55a891524630f63890bc6188b92ab492ce

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d7d3d0a7dc7c315059dac5341f3ac04683f17df66218b510cf06ec7feb53f95d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2023-03-30T02:59:51Z",
    "title_canon_sha256": "f6f46f9deff38e0e1f59b86b5f2ddde9f281f10aed4eb395fe2f5a0ee69634c8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.17114",
    "kind": "arxiv",
    "version": 1
  }
}