Pith Number

pith:RAXJMKPO

pith:2023:RAXJMKPODJO3DTVVMLCT6WHEQK

not attested not anchored not stored refs pending

Deep Networks as Denoising Algorithms: Sample-Efficient Learning of Diffusion Models in High-Dimensional Graphical Models

Song Mei, Yuchen Wu

arxiv:2309.11420 v1 · 2023-09-20 · cs.LG · math.ST · stat.ML · stat.TH

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RAXJMKPODJO3DTVVMLCT6WHEQK}

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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

2 papers in Pith

Statistical Properties of Training & Generalization

Receipt and verification

First computed	2026-07-05T06:52:35.995553Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

882e9629ee1a5db1ceb562c53f58e482a7ac6ccec5dcbd023471e642fff6ed6c

Aliases

arxiv: 2309.11420 · arxiv_version: 2309.11420v1 · doi: 10.48550/arxiv.2309.11420 · pith_short_12: RAXJMKPODJO3 · pith_short_16: RAXJMKPODJO3DTVV · pith_short_8: RAXJMKPO

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/RAXJMKPODJO3DTVVMLCT6WHEQK \
  | 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: 882e9629ee1a5db1ceb562c53f58e482a7ac6ccec5dcbd023471e642fff6ed6c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6d5265e343d85c08628d915a057deef61e8ec71e0e5b77bc239452e2bcb19dd2",
    "cross_cats_sorted": [
      "math.ST",
      "stat.ML",
      "stat.TH"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-09-20T15:51:10Z",
    "title_canon_sha256": "5044e95cbaca8f7a031f4b4626bb377efa328f43d13820e25b27819e1540f313"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.11420",
    "kind": "arxiv",
    "version": 1
  }
}