Pith Number

pith:JR2T4MNG

pith:2022:JR2T4MNGAD6ZBW3FWHUWEZSPM6

not attested not anchored not stored refs pending

Diffusion Model Based Posterior Sampling for Noisy Linear Inverse Problems

Xiangming Meng, Yoshiyuki Kabashima

arxiv:2211.12343 v4 · 2022-11-20 · cs.LG · cs.CV · cs.IT · math.IT · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JR2T4MNGAD6ZBW3FWHUWEZSPM6}

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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

6 papers in Pith

An Unconditional Representation of the Conditional Score in Infinite-Dimensional Linear Inverse Problems

Mixture-of-Experts Diffusion Models for Adaptive Massive MIMO Channel Estimation via Variational Bayesian Inference

Proximal-Based Generative Modeling for Bayesian Inverse Problems

Couple to Control: Joint Initial Noise Design in Diffusion Models

Diffusion Inpainting MIMO-OFDM Channels with Limited Noisy Observations

Receipt and verification

First computed	2026-07-05T09:22:58.232619Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4c753e31a600fd90db65b1e962664f6785be078503a9bc5396774d23c6dcef12

Aliases

arxiv: 2211.12343 · arxiv_version: 2211.12343v4 · doi: 10.48550/arxiv.2211.12343 · pith_short_12: JR2T4MNGAD6Z · pith_short_16: JR2T4MNGAD6ZBW3F · pith_short_8: JR2T4MNG

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/JR2T4MNGAD6ZBW3FWHUWEZSPM6 \
  | 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: 4c753e31a600fd90db65b1e962664f6785be078503a9bc5396774d23c6dcef12

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "de06c69ab6ea0db9dba05077554e42f39e3a5d2f7e989b44b24e63f6cdd7254a",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.IT",
      "math.IT",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-20T01:09:49Z",
    "title_canon_sha256": "3fdea7a2ec84433c6f0c8d11e52b71d34e84309dea5536062c99cb4758e0ea1b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.12343",
    "kind": "arxiv",
    "version": 4
  }
}