Pith Number

pith:TTYVCQSE

pith:2025:TTYVCQSEVASXR64YI3N4NNUG5D

not attested not anchored not stored refs pending

Machine Learning Interatomic Potentials: library for efficient training, model development and simulation of molecular systems

Christoph Brunken, Edan Toledo, Fabio Falcioni, Heloise Chomet, Jules Tilly, Lucien Walewski, Manus McAuliffe, Marie Bluntzer, Martin Maarand, Olivier Peltre, Silvia Acosta-Guti\'errez, Solal Attias, Valentin Heyraud, Yessine Khanfir

arxiv:2505.22397 v2 · 2025-05-28 · physics.chem-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{TTYVCQSEVASXR64YI3N4NNUG5D}

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

5 papers in Pith

Machine Learning Interatomic Potentials: Advancing Open-Source Software for Efficient and Scalable Molecular Simulation

Force-Aware Neural Tangent Kernels for Scalable and Robust Active Learning of MLIPs

Pretrained Model Representations as Acquisition Signals for Active Learning of MLIPs

Force-Aware Neural Tangent Kernels for Scalable and Robust Active Learning of MLIPs

Pretrained Model Representations as Acquisition Signals for Active Learning of MLIPs

Receipt and verification

First computed	2026-07-05T11:54:30.996112Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9cf1514244a82578fb9846dbc6b686e8d89451cfe5d186cacd3bd7f131ba4ba3

Aliases

arxiv: 2505.22397 · arxiv_version: 2505.22397v2 · doi: 10.48550/arxiv.2505.22397 · pith_short_12: TTYVCQSEVASX · pith_short_16: TTYVCQSEVASXR64Y · pith_short_8: TTYVCQSE

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/TTYVCQSEVASXR64YI3N4NNUG5D \
  | 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: 9cf1514244a82578fb9846dbc6b686e8d89451cfe5d186cacd3bd7f131ba4ba3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5e43706e56ac1a116d568d5247a4832b9565f238f0ea90c703bdc7b651ccd6c4",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "physics.chem-ph",
    "submitted_at": "2025-05-28T14:24:47Z",
    "title_canon_sha256": "d7a2a96641090aae76e32634a8642aff2c495897c6193314a2d1eb2ca96dd9be"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.22397",
    "kind": "arxiv",
    "version": 2
  }
}