Pith Number

pith:P3RAUDOW

pith:2025:P3RAUDOWGLQR2WC7HCWSHBRU32

not attested not anchored not stored refs pending

Posterior Inference with Diffusion Models for High-dimensional Black-box Optimization

Jaewoo Lee, Jinkyoo Park, Kiyoung Om, Sujin Yun, Taeyoung Yun

arxiv:2502.16824 v2 · 2025-02-24 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{P3RAUDOWGLQR2WC7HCWSHBRU32}

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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

Improving Bayesian Optimization via Training-Aware Conditional Diffusion Models

Generative Refinement for Low-Budget Black-Box Optimization

Receipt and verification

First computed	2026-07-05T11:31:43.699016Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7ee20a0dd632e11d585f38ad238634de876402e46fb0b1df3a8dcc3504042015

Aliases

arxiv: 2502.16824 · arxiv_version: 2502.16824v2 · doi: 10.48550/arxiv.2502.16824 · pith_short_12: P3RAUDOWGLQR · pith_short_16: P3RAUDOWGLQR2WC7 · pith_short_8: P3RAUDOW

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/P3RAUDOWGLQR2WC7HCWSHBRU32 \
  | 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: 7ee20a0dd632e11d585f38ad238634de876402e46fb0b1df3a8dcc3504042015

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "096b9c8c68f71f5e9e474adb42878a90e00d897bf718bdc8d0e766423781cafc",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-24T04:19:15Z",
    "title_canon_sha256": "894a626f428c3919724ad8d12ce067ab48e99701b53709b999bd3e19bc2ff3a9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.16824",
    "kind": "arxiv",
    "version": 2
  }
}