Pith Number

pith:7LSA565U

pith:2026:7LSA565U2GA4VQ6LIXRKJTSM47

not attested not anchored not stored refs pending

Open Materials Generation with Inference-Time Reinforcement Learning

Philipp Hoellmer, Stefano Martiniani

arxiv:2602.00424 v2 · 2026-01-31 · 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{7LSA565U2GA4VQ6LIXRKJTSM47}

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

VASP Plugins: Linking the Vienna ab-initio Simulation Package with Python

Receipt and verification

First computed	2026-06-11T01:09:28.097751Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fae40efbb4d181cac3cb45e2a4ce4ce7de98429c0cced402bcea0491bd2faa09

Aliases

arxiv: 2602.00424 · arxiv_version: 2602.00424v2 · doi: 10.48550/arxiv.2602.00424 · pith_short_12: 7LSA565U2GA4 · pith_short_16: 7LSA565U2GA4VQ6L · pith_short_8: 7LSA565U

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/7LSA565U2GA4VQ6LIXRKJTSM47 \
  | 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: fae40efbb4d181cac3cb45e2a4ce4ce7de98429c0cced402bcea0491bd2faa09

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8f5ba1b06e3172df6d89c89b7d2e2ba4ef87514fdee469b5de5863783d700ac1",
    "cross_cats_sorted": [
      "cond-mat.mtrl-sci"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-01-31T00:22:52Z",
    "title_canon_sha256": "8ea11efb5864335bdc0b9561069e5cd1de8931a94f142ca0f668dc89df3c1d28"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.00424",
    "kind": "arxiv",
    "version": 2
  }
}