Pith Number

pith:D5ROK5BJ

pith:2024:D5ROK5BJJOXT6E6HO3KSZQOQIB

not attested not anchored not stored refs pending

Large Language Models for Material Property Predictions: elastic constant tensor prediction and materials design

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

arxiv:2411.12280 v1 · 2024-11-19 · cond-mat.mtrl-sci · physics.comp-ph

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{D5ROK5BJJOXT6E6HO3KSZQOQIB}

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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

Physics Aware Representation Learning on Electronic Charge Density for Materials Property Prediction

Receipt and verification

First computed	2026-07-05T09:37:43.673197Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1f62e574294baf3f13c776d52cc1d0405da8bed353594d88b2d155b56479b41e

Aliases

arxiv: 2411.12280 · arxiv_version: 2411.12280v1 · doi: 10.48550/arxiv.2411.12280 · pith_short_12: D5ROK5BJJOXT · pith_short_16: D5ROK5BJJOXT6E6H · pith_short_8: D5ROK5BJ

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/D5ROK5BJJOXT6E6HO3KSZQOQIB \
  | 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: 1f62e574294baf3f13c776d52cc1d0405da8bed353594d88b2d155b56479b41e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c9cc840347dd0595ce87dff5cd601011aada3fd644f3cedd18b182994de7f3bf",
    "cross_cats_sorted": [
      "physics.comp-ph"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cond-mat.mtrl-sci",
    "submitted_at": "2024-11-19T07:03:19Z",
    "title_canon_sha256": "d83d4734681424d6c937335e3beebd3d88cfa71d958aa1aca6cbc336d7557a0f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.12280",
    "kind": "arxiv",
    "version": 1
  }
}