Pith Number

pith:EF5PWU46

pith:2022:EF5PWU46L3JQQOZ343XVTXRF6S

not attested not anchored not stored refs pending

The Open MatSci ML Toolkit: A Flexible Framework for Machine Learning in Materials Science

Carmelo Gonzales, Kin Long Kelvin Lee, Marcel Nassar, Matthew Spellings, Santiago Miret

arxiv:2210.17484 v1 · 2022-10-31 · cs.LG · cond-mat.mtrl-sci · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EF5PWU46L3JQQOZ343XVTXRF6S}

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

A Survey of AI for Materials Science: Foundation Models, LLM Agents, Datasets, and Tools

Receipt and verification

First computed	2026-07-05T06:46:30.176606Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

217afb539e5ed3083b3be6ef59de25f4ac0fe9f3d850f1d3d8aa26fa4d7de372

Aliases

arxiv: 2210.17484 · arxiv_version: 2210.17484v1 · doi: 10.48550/arxiv.2210.17484 · pith_short_12: EF5PWU46L3JQ · pith_short_16: EF5PWU46L3JQQOZ3 · pith_short_8: EF5PWU46

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/EF5PWU46L3JQQOZ343XVTXRF6S \
  | 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: 217afb539e5ed3083b3be6ef59de25f4ac0fe9f3d850f1d3d8aa26fa4d7de372

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "66dcdf34aae793707d3d329d2bb36525eb573104b72713e8a482526ec2371f52",
    "cross_cats_sorted": [
      "cond-mat.mtrl-sci",
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-31T17:11:36Z",
    "title_canon_sha256": "564c77a8be6b019fe91fc591b2d3e31187b0f8df71f7f94adab02dc894ae09f4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.17484",
    "kind": "arxiv",
    "version": 1
  }
}