Pith Number

pith:4YXNNRIK

pith:2023:4YXNNRIKHZ7VLZBCVR7NJ65ZKQ

not attested not anchored not stored refs pending

Diffusion Models for Black-Box Optimization

Aditya Grover, Satvik Mehul Mashkaria, Siddarth Krishnamoorthy

arxiv:2306.07180 v2 · 2023-06-12 · 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{4YXNNRIKHZ7VLZBCVR7NJ65ZKQ}

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

1 paper in Pith

Ensemble Distributionally Robust Bayesian Optimisation with Continuous Context

Receipt and verification

First computed	2026-07-05T06:43:02.690641Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e62ed6c50a3e7f55e422ac7ed4fbb9543653122673725f23bf75d43554942db3

Aliases

arxiv: 2306.07180 · arxiv_version: 2306.07180v2 · doi: 10.48550/arxiv.2306.07180 · pith_short_12: 4YXNNRIKHZ7V · pith_short_16: 4YXNNRIKHZ7VLZBC · pith_short_8: 4YXNNRIK

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/4YXNNRIKHZ7VLZBCVR7NJ65ZKQ \
  | 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: e62ed6c50a3e7f55e422ac7ed4fbb9543653122673725f23bf75d43554942db3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a6423335da7f983fc779ea9a030d6a9ff7ea212b1e587a259eb28c094733746e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-12T15:26:44Z",
    "title_canon_sha256": "d82e8b6e146d51bc5be5b621eedf5cd3010f67231ae7b951c851ad9a744bf5ef"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.07180",
    "kind": "arxiv",
    "version": 2
  }
}