Pith Number

pith:IX3KQCMZ

pith:2023:IX3KQCMZCB6Y6QG5YXFXLHCQ2U

not attested not anchored not stored refs pending

Monte Carlo guided Diffusion for Bayesian linear inverse problems

Eric Moulines, Gabriel Cardoso, Sylvain Le Corff, Yazid Janati El Idrissi

arxiv:2308.07983 v2 · 2023-08-15 · stat.ML · cs.LG · stat.ME

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IX3KQCMZCB6Y6QG5YXFXLHCQ2U}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

10 papers in Pith

ShuffleFlow: Scalable Posterior Inference for Bayesian Inverse Imaging

Diffeomorphic Optimization

Sequentially-Controlled Interactive Multi-Particle Flow-Maps for Online Feedback-Driven Search

SURGE: Approximation and Training Free Particle Filter for Diffusion Surrogate

Unbiased Diffusion Variational Inversion via Principled Posterior Matching

Receipt and verification

First computed	2026-07-05T07:05:13.130635Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

45f6a80999107d8f40ddc5cb759c50d53299790481e7ee2e22bdb98b3eb67879

Aliases

arxiv: 2308.07983 · arxiv_version: 2308.07983v2 · doi: 10.48550/arxiv.2308.07983 · pith_short_12: IX3KQCMZCB6Y · pith_short_16: IX3KQCMZCB6Y6QG5 · pith_short_8: IX3KQCMZ

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/IX3KQCMZCB6Y6QG5YXFXLHCQ2U \
  | 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: 45f6a80999107d8f40ddc5cb759c50d53299790481e7ee2e22bdb98b3eb67879

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eb1c44cc72882358855deb34e3fbc7a866dbeb39a2ee7a27da2556981e6fe4e6",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ME"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-08-15T18:32:00Z",
    "title_canon_sha256": "75fccb14e432cbfec644901e59b37bd2d1bdcea02c740ae32d667a830471bd67"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.07983",
    "kind": "arxiv",
    "version": 2
  }
}