Pith Number

pith:DGM5LT2S

pith:2024:DGM5LT2SXMCIGPHYJMJEMCL2JW

not attested not anchored not stored refs pending

Variational Diffusion Posterior Sampling with Midpoint Guidance

Alain Durmus, Badr Moufad, Eric Moulines, Jimmy Olsson, Lisa Bedin, Randal Douc, Yazid Janati

arxiv:2410.09945 v2 · 2024-10-13 · stat.ML · 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{DGM5LT2SXMCIGPHYJMJEMCL2JW}

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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

Sample-efficient evidence estimation of score based priors for model selection

Receipt and verification

First computed	2026-07-05T09:53:44.548069Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1999d5cf52bb04833cf84b1246097a4d8b1054349c28174e1460095bcdeeef33

Aliases

arxiv: 2410.09945 · arxiv_version: 2410.09945v2 · doi: 10.48550/arxiv.2410.09945 · pith_short_12: DGM5LT2SXMCI · pith_short_16: DGM5LT2SXMCIGPHY · pith_short_8: DGM5LT2S

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/DGM5LT2SXMCIGPHYJMJEMCL2JW \
  | 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: 1999d5cf52bb04833cf84b1246097a4d8b1054349c28174e1460095bcdeeef33

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f13c6f6b5d798ba60311e0d6fdfffbf0f5b5f0f8c245768993c17d34a517f083",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-10-13T18:03:53Z",
    "title_canon_sha256": "b547098aa776248dcab8d077251d15a766d8aaacba2bafe9901f8da9960dd207"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.09945",
    "kind": "arxiv",
    "version": 2
  }
}