Pith Number

pith:Q3AFQ2M6

pith:2025:Q3AFQ2M676QBU3AN6HMPS3OWEU

not attested not anchored not stored refs pending

Energy & Force Regression on DFT Trajectories is Not Enough for Universal Machine Learning Interatomic Potentials

Carmelo Gonzales, Kin Long Kelvin Lee, N. M. Anoop Krishnan, Sajid Mannan, Santiago Miret

arxiv:2502.03660 v1 · 2025-02-05 · cond-mat.mtrl-sci · cs.AI · 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{Q3AFQ2M676QBU3AN6HMPS3OWEU}

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

Full-cycle device-scale simulations of memory materials with a tailored atomic-cluster-expansion potential

Receipt and verification

First computed	2026-07-05T10:10:13.462774Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

86c058699effa01a6c0df1d8f96dd625153cfbb1fe093f03e8e02232f66c8440

Aliases

arxiv: 2502.03660 · arxiv_version: 2502.03660v1 · doi: 10.48550/arxiv.2502.03660 · pith_short_12: Q3AFQ2M676QB · pith_short_16: Q3AFQ2M676QBU3AN · pith_short_8: Q3AFQ2M6

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/Q3AFQ2M676QBU3AN6HMPS3OWEU \
  | 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: 86c058699effa01a6c0df1d8f96dd625153cfbb1fe093f03e8e02232f66c8440

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "277d4c8aa85e706b5e7cdbf72bcf110ee25132b33cd021c043255cc5279f8ae5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cond-mat.mtrl-sci",
    "submitted_at": "2025-02-05T23:04:21Z",
    "title_canon_sha256": "69083a37311339d0476efab9c67e6717e2f6348b521bc3d449deb19e30ee32ca"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.03660",
    "kind": "arxiv",
    "version": 1
  }
}