Pith Number

pith:D3WS5F4N

pith:2025:D3WS5F4NELMDD5RBCNRLRM65XH

not attested not anchored not stored refs pending

AIMatDesign: Knowledge-Augmented Reinforcement Learning for Inverse Materials Design under Data Scarcity

Jie Xiong, Quan Qian, Xilei Bian, Xing Wu, Yeyong Yu

arxiv:2507.00024 v1 · 2025-06-17 · cs.LG · cond-mat.mtrl-sci · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{D3WS5F4NELMDD5RBCNRLRM65XH}

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	2026-07-05T11:29:35.294071Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1eed2e978d22d831f6211362b8b3ddb9f6886a89487dfa539176a63f55374191

Aliases

arxiv: 2507.00024 · arxiv_version: 2507.00024v1 · doi: 10.48550/arxiv.2507.00024 · pith_short_12: D3WS5F4NELMD · pith_short_16: D3WS5F4NELMDD5RB · pith_short_8: D3WS5F4N

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/D3WS5F4NELMDD5RBCNRLRM65XH \
  | 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: 1eed2e978d22d831f6211362b8b3ddb9f6886a89487dfa539176a63f55374191

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fbaf0c596384f78c4584811c7a18a94850e6613082725ee3c81ee90c5977611e",
    "cross_cats_sorted": [
      "cond-mat.mtrl-sci",
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-17T08:17:44Z",
    "title_canon_sha256": "90a9161d60e38237af9b5132272abfe4a7efe3c5051d109476358a45e6c7ca5a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.00024",
    "kind": "arxiv",
    "version": 1
  }
}