Pith Number

pith:I4S42PNV

pith:2024:I4S42PNVPSW7CFUUHAFAT4VE3X

not attested not anchored not stored refs pending

Beyond designer's knowledge: Generating materials design hypotheses via large language models

Dane Morgan, Hrishikesh Shridhar Deodhar, Hyunseok Oh, Jeongsoo Han, Maciej P. Polak, MD Al Amin Shuvo, Quanliang Liu, So Yeon Kim

arxiv:2409.06756 v1 · 2024-09-10 · 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{I4S42PNVPSW7CFUUHAFAT4VE3X}

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

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

Receipt and verification

First computed	2026-07-05T09:05:40.478536Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4725cd3db57cadf11694380a09f2a4ddf31e3f39259f131257e9e61cf440d132

Aliases

arxiv: 2409.06756 · arxiv_version: 2409.06756v1 · doi: 10.48550/arxiv.2409.06756 · pith_short_12: I4S42PNVPSW7 · pith_short_16: I4S42PNVPSW7CFUU · pith_short_8: I4S42PNV

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/I4S42PNVPSW7CFUUHAFAT4VE3X \
  | 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: 4725cd3db57cadf11694380a09f2a4ddf31e3f39259f131257e9e61cf440d132

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "588738ab88817ea4f28afc8ed86668fa85e98a6c7ea90515b88570223d5b886e",
    "cross_cats_sorted": [
      "cond-mat.mtrl-sci",
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-10T16:28:50Z",
    "title_canon_sha256": "4b6a1560741fc63fd1459ec679f0730310e31ad193f751521c1e689935d2b7fc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.06756",
    "kind": "arxiv",
    "version": 1
  }
}