Pith Number

pith:HROWPJEQ

pith:2024:HROWPJEQBZU7RTZCYEH3LT6L4K

not attested not anchored not stored refs pending

Diffusion Model for Data-Driven Black-Box Optimization

Chengzhuo Ni, Hui Yuan, Kaixuan Huang, Mengdi Wang, Minshuo Chen, Yinyu Ye, Zihao Li

arxiv:2403.13219 v1 · 2024-03-20 · cs.LG · math.OC

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\usepackage{pith}
\pithnumber{HROWPJEQBZU7RTZCYEH3LT6L4K}

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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

9 papers in Pith

Improving Bayesian Optimization via Training-Aware Conditional Diffusion Models

Demystifying Multimodal Biomolecular Co-design With Intrinsic Geodesic Coupling

Multi-Objective Learning for Diffusion Models: A Statistical Theory under Semi-Supervised Learning

On the Robustness of Distribution Support under Diffusion Guidance

Compositional amortized inference for large-scale hierarchical Bayesian models

Receipt and verification

First computed	2026-07-05T07:58:32.940303Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3c5d67a4900e69f8cf22c10fb5cfcbe2b63e41c14e60a0cc21626671f88046d8

Aliases

arxiv: 2403.13219 · arxiv_version: 2403.13219v1 · doi: 10.48550/arxiv.2403.13219 · pith_short_12: HROWPJEQBZU7 · pith_short_16: HROWPJEQBZU7RTZC · pith_short_8: HROWPJEQ

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/HROWPJEQBZU7RTZCYEH3LT6L4K \
  | 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: 3c5d67a4900e69f8cf22c10fb5cfcbe2b63e41c14e60a0cc21626671f88046d8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7fedcef246c03b6aa4a8061956ce14c9d2a3e8e770c1e11bf67822d2883ab39f",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-20T00:41:12Z",
    "title_canon_sha256": "e667a6856fadae4bfa990bd112886aef0b51f5e7f85cca83df181376208f75f1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.13219",
    "kind": "arxiv",
    "version": 1
  }
}