Pith Number

pith:CR47AXEE

pith:2025:CR47AXEEVSJAAMJEVQHTHJKO2P

not attested not anchored not stored refs pending

Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments

Arpan Biswas, Funakubo Hiroshi, Jawad Chowdhury, Maxim Ziatdinov, Ralph Bulanadi, Rama Vasudevan, Yongtao Liu

arxiv:2508.20254 v1 · 2025-08-27 · cs.LG · cond-mat.mtrl-sci

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CR47AXEEVSJAAMJEVQHTHJKO2P}

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	2026-07-05T12:00:32.916491Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1479f05c84ac92003124ac0f33a54ed3c47875761e288730f4aa1486f18b173e

Aliases

arxiv: 2508.20254 · arxiv_version: 2508.20254v1 · doi: 10.48550/arxiv.2508.20254 · pith_short_12: CR47AXEEVSJA · pith_short_16: CR47AXEEVSJAAMJE · pith_short_8: CR47AXEE

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/CR47AXEEVSJAAMJEVQHTHJKO2P \
  | 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: 1479f05c84ac92003124ac0f33a54ed3c47875761e288730f4aa1486f18b173e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2c8b869d5e453ecab2382075ac13090f06176052b151be9cfb9dbb235c2e2bae",
    "cross_cats_sorted": [
      "cond-mat.mtrl-sci"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-27T20:19:04Z",
    "title_canon_sha256": "75bd6bafa6b9242eb13f2e0bc9196afe60ad2ecfa69482645263257ba849b8ad"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.20254",
    "kind": "arxiv",
    "version": 1
  }
}