Pith Number

pith:SUMQKBA3

pith:2023:SUMQKBA36OSGHGCCGSC3YG5FV5

not attested not anchored not stored refs pending

Generative AI-Based Probabilistic Constellation Shaping With Diffusion Models

Matti Latva-aho, Mehdi Letafati, Samad Ali

arxiv:2311.09349 v1 · 2023-11-15 · cs.IT · cs.AI · cs.LG · math.IT

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\usepackage{pith}
\pithnumber{SUMQKBA36OSGHGCCGSC3YG5FV5}

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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	2026-07-05T07:13:13.378391Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

951905041bf3a46398423485bc1ba5af794c64b66bd4c4cd8b52ae1853fac50b

Aliases

arxiv: 2311.09349 · arxiv_version: 2311.09349v1 · doi: 10.48550/arxiv.2311.09349 · pith_short_12: SUMQKBA36OSG · pith_short_16: SUMQKBA36OSGHGCC · pith_short_8: SUMQKBA3

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/SUMQKBA36OSGHGCCGSC3YG5FV5 \
  | 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: 951905041bf3a46398423485bc1ba5af794c64b66bd4c4cd8b52ae1853fac50b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c0b3e44dc13557d5d5b818bead7debca7fe90c64de2c4fca1bceee726258f7ec",
    "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": "2023-11-15T20:14:21Z",
    "title_canon_sha256": "e44e2702730a4486b3616135d204e12095e28407b224029230ce5557b33cf258"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.09349",
    "kind": "arxiv",
    "version": 1
  }
}