Pith Number

pith:GBEK6UEA

pith:2025:GBEK6UEASNLAZ4E2BFTMNRCZVR

not attested not anchored not stored refs pending

Knowledge Distillation Framework for Accelerating High-Accuracy Neural Network-Based Molecular Dynamics Simulations

Meguru Yamazaki, Naoki Matsumura, Yasufumi Sakai, Yuta Yoshimoto, Yuto Iwasaki

arxiv:2506.15337 v2 · 2025-06-18 · cs.LG · 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{GBEK6UEASNLAZ4E2BFTMNRCZVR}

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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

2 papers in Pith

Distilling first-principles accuracy into compact machine learning potentials for condensed-phase chemistry

Lang2MLIP: End-to-End Language-to-Machine Learning Interatomic Potential Development with Autonomous Agentic Workflows

Receipt and verification

First computed	2026-07-05T11:24:24.927068Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3048af508093560cf09a0966c6c459ac6a31f684e2646811ed1493076f1627c1

Aliases

arxiv: 2506.15337 · arxiv_version: 2506.15337v2 · doi: 10.48550/arxiv.2506.15337 · pith_short_12: GBEK6UEASNLA · pith_short_16: GBEK6UEASNLAZ4E2 · pith_short_8: GBEK6UEA

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/GBEK6UEASNLAZ4E2BFTMNRCZVR \
  | 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: 3048af508093560cf09a0966c6c459ac6a31f684e2646811ed1493076f1627c1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0eabd21c07afa0e0a10c17b26c0448de9db4dc99e72c42936416e1f5ebfaa31b",
    "cross_cats_sorted": [
      "cond-mat.mtrl-sci",
      "physics.comp-ph"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-18T10:32:26Z",
    "title_canon_sha256": "e9b43db1bf757490b8f2eac96bd65fe10316fe5650cd80aa5508612696c5001a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.15337",
    "kind": "arxiv",
    "version": 2
  }
}