Pith Number

pith:4LMJSIBJ

pith:2025:4LMJSIBJBKDUICYQJTWRGWNG4J

not attested not anchored not stored refs pending

The Art of Beating the Odds with Predictor-Guided Random Design Space Exploration

Felix Arnold, Lukas Cavigelli, Maxence Bouvier, Renzo Andri, Ryan Amaudruz

arxiv:2502.17936 v3 · 2025-02-25 · cs.LG · cs.AR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4LMJSIBJBKDUICYQJTWRGWNG4J}

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

RTLScout: Joint Agentic Code and Synthesis Optimization for Efficient Digital Circuits

Receipt and verification

First computed	2026-07-05T10:46:00.876695Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e2d89920290a87440b104ced1359a6e26a7838800a7ff4cf8b21c05eefaf83e0

Aliases

arxiv: 2502.17936 · arxiv_version: 2502.17936v3 · doi: 10.48550/arxiv.2502.17936 · pith_short_12: 4LMJSIBJBKDU · pith_short_16: 4LMJSIBJBKDUICYQ · pith_short_8: 4LMJSIBJ

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/4LMJSIBJBKDUICYQJTWRGWNG4J \
  | 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: e2d89920290a87440b104ced1359a6e26a7838800a7ff4cf8b21c05eefaf83e0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "db5bfbee9d4545caedfb3a93311c9ca306ab535dc1eb486bf926192c242c4f21",
    "cross_cats_sorted": [
      "cs.AR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-25T07:56:25Z",
    "title_canon_sha256": "4727ea2e1d017726e76d2a8a962190767692c3ebdd57516a98877825f6b83ca1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.17936",
    "kind": "arxiv",
    "version": 3
  }
}