Pith Number

pith:C7M2NTDW

pith:2023:C7M2NTDWW7XNVU2OPLSVRGULT3

not attested not anchored not stored refs pending

Conditional Denoising Diffusion Probabilistic Models for Data Reconstruction Enhancement in Wireless Communications

Matti Latva-aho, Mehdi Letafati, Samad Ali

arxiv:2310.19460 v3 · 2023-10-30 · cs.IT · cs.AI · cs.LG · math.IT

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{C7M2NTDWW7XNVU2OPLSVRGULT3}

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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	2026-07-05T09:37:50.458911Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

17d9a6cc76b7eedad34e7ae5589a8b9edd1dcda146fb20b7d1fedbe4a428b5ae

Aliases

arxiv: 2310.19460 · arxiv_version: 2310.19460v3 · doi: 10.48550/arxiv.2310.19460 · pith_short_12: C7M2NTDWW7XN · pith_short_16: C7M2NTDWW7XNVU2O · pith_short_8: C7M2NTDW

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/C7M2NTDWW7XNVU2OPLSVRGULT3 \
  | 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: 17d9a6cc76b7eedad34e7ae5589a8b9edd1dcda146fb20b7d1fedbe4a428b5ae

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a1c004fca82e84ae7cfda5f332ad4f9c3b6a105bc9ffe700382bb013e0928b2b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "math.IT"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.IT",
    "submitted_at": "2023-10-30T11:33:01Z",
    "title_canon_sha256": "7dc6cc3fe8b7bc0f9008510b9cfa1d9443c181a8a8d828c3dcbdd1bb92e89db9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.19460",
    "kind": "arxiv",
    "version": 3
  }
}