Pith Number

pith:6GOSTSQL

pith:2024:6GOSTSQLBKKCB37LESXA7HWSBC

not attested not anchored not stored refs pending

Overcoming systematic softening in universal machine learning interatomic potentials by fine-tuning

Bowen Deng, Gerbrand Ceder, Janosh Riebesell, Kristin A. Persson, KyuJung Jun, Peichen Zhong, Shashwat Anand, Yunyeong Choi, Zhuohan Li

arxiv:2405.07105 v1 · 2024-05-11 · cond-mat.mtrl-sci · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{6GOSTSQLBKKCB37LESXA7HWSBC}

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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

7 papers in Pith

Data-driven atomistic modelling of hybrid halide perovskite passivation

Scalable Prediction of Complex Surface Reconstructions under Operating Conditions via Harmony-Search-Based Global Optimization

SLUSCHI-UP: A Web Infrastructure for SLUSCHI Melting-Temperature Calculations Using Universal Machine-Learning Interatomic Potentials

Synthesizability, hardness, and stacking order in multicomponent transition metal carbides from machine-learned potentials

Bayesian E(3)-Equivariant Interatomic Potential with Iterative Restratification of Many-body Message Passing

Receipt and verification

First computed	2026-07-05T08:18:16.510804Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f19d29ca0b0a9420efeb24ae0f9ed2089b1976611039a4656207e38170feb1e8

Aliases

arxiv: 2405.07105 · arxiv_version: 2405.07105v1 · doi: 10.48550/arxiv.2405.07105 · pith_short_12: 6GOSTSQLBKKC · pith_short_16: 6GOSTSQLBKKCB37L · pith_short_8: 6GOSTSQL

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/6GOSTSQLBKKCB37LESXA7HWSBC \
  | 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: f19d29ca0b0a9420efeb24ae0f9ed2089b1976611039a4656207e38170feb1e8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2017f2b516af62032bba5bc14569d4a3b17929b5fdce84cf79d38247ceae3b65",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cond-mat.mtrl-sci",
    "submitted_at": "2024-05-11T22:30:47Z",
    "title_canon_sha256": "7cba270ec346e90e055a88affdf24e418d22a2b292e4b056feea57de2884a6d1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.07105",
    "kind": "arxiv",
    "version": 1
  }
}