Pith Number

pith:LG7MFMW4

pith:2025:LG7MFMW4IMJ4MG2ERBNJLZSO22

not attested not anchored not stored refs pending

Review of Machine Learning for Micro-Electronic Design Verification

Christopher Bennett, Kerstin Eder

arxiv:2503.11687 v1 · 2025-03-05 · 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{LG7MFMW4IMJ4MG2ERBNJLZSO22}

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.

Receipt and verification

First computed	2026-07-05T10:31:58.034248Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

59bec2b2dc4313c61b44885a95e64ed6ac9f6210a951dc17674505c422bf9f60

Aliases

arxiv: 2503.11687 · arxiv_version: 2503.11687v1 · doi: 10.48550/arxiv.2503.11687 · pith_short_12: LG7MFMW4IMJ4 · pith_short_16: LG7MFMW4IMJ4MG2E · pith_short_8: LG7MFMW4

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/LG7MFMW4IMJ4MG2ERBNJLZSO22 \
  | 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: 59bec2b2dc4313c61b44885a95e64ed6ac9f6210a951dc17674505c422bf9f60

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d9fa0ab6b02402a21dc6db1a1a761c1b24d261d19b3c78517a1e964b2a692735",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AR",
    "submitted_at": "2025-03-05T15:41:09Z",
    "title_canon_sha256": "22f366743d3ba09ce07310ba7b5ffebd46ea2947ec7c9c5504c356091dde396c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.11687",
    "kind": "arxiv",
    "version": 1
  }
}