Pith Number

pith:4E72EQRF

pith:2025:4E72EQRFRHJLBAT4WLNNM6HOGT

not attested not anchored not stored refs pending

Active Learning for Conditional Inverse Design with Crystal Generation and Foundation Atomic Models

Beilin Ye, David J. Srolovitz, Siyu Liu, Tongqi Wen, Zhuoyuan Li

arxiv:2502.16984 v1 · 2025-02-24 · cond-mat.mtrl-sci · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4E72EQRFRHJLBAT4WLNNM6HOGT}

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

TopoMAS: Large Language Model Driven Topological Materials Multiagent System

Receipt and verification

First computed	2026-07-05T10:19:04.676273Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e13fa2422589d2b0827cb2dad678ee34c34b9a3f1602f004137550815b05899c

Aliases

arxiv: 2502.16984 · arxiv_version: 2502.16984v1 · doi: 10.48550/arxiv.2502.16984 · pith_short_12: 4E72EQRFRHJL · pith_short_16: 4E72EQRFRHJLBAT4 · pith_short_8: 4E72EQRF

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/4E72EQRFRHJLBAT4WLNNM6HOGT \
  | 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: e13fa2422589d2b0827cb2dad678ee34c34b9a3f1602f004137550815b05899c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "41b72fb82222bb06d49fd146de58e95b00ea64321cf7be09abf3056f7aa17f8e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cond-mat.mtrl-sci",
    "submitted_at": "2025-02-24T09:15:38Z",
    "title_canon_sha256": "459d14f72e46778b43653cb3edece72b6fca88b899ce7ce5df6ea86a6177fe32"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.16984",
    "kind": "arxiv",
    "version": 1
  }
}