Pith Number

pith:SJQTBJE7

pith:2024:SJQTBJE72EF5EK36IIXO2CQHOC

not attested not anchored not stored refs pending

LLM-Enhanced Bayesian Optimization for Efficient Analog Layout Constraint Generation

Bei Yu, David Z. Pan, Guojin Chen, Hanqing Zhu, Keren Zhu, Seunggeun Kim, Yao Lai

arxiv:2406.05250 v3 · 2024-06-07 · cs.AI · cs.AR · 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{SJQTBJE72EF5EK36IIXO2CQHOC}

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

2 papers in Pith

Surveying GenAI-based Automation in Printed Circuit Board Design and Test

Efficient and Principled Scientific Discovery through Bayesian Optimization: A Tutorial

Receipt and verification

First computed	2026-07-05T09:45:10.683189Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

926130a49fd10bd22b7e422eed0a07708042493ecaeaad9d1a6c704a488ecbd8

Aliases

arxiv: 2406.05250 · arxiv_version: 2406.05250v3 · doi: 10.48550/arxiv.2406.05250 · pith_short_12: SJQTBJE72EF5 · pith_short_16: SJQTBJE72EF5EK36 · pith_short_8: SJQTBJE7

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/SJQTBJE72EF5EK36IIXO2CQHOC \
  | 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: 926130a49fd10bd22b7e422eed0a07708042493ecaeaad9d1a6c704a488ecbd8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4238beaa3174b8cc41ab88a1287067de0b26342b3113e748806052307a6890ad",
    "cross_cats_sorted": [
      "cs.AR",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-06-07T20:22:36Z",
    "title_canon_sha256": "a534b09ba20c7901382be83d9efc7ec5ce507bf81f66bfe3e2c953fde678eeda"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.05250",
    "kind": "arxiv",
    "version": 3
  }
}