Pith Number

pith:W6IRJEG6

pith:2024:W6IRJEG6RDCBCZBHUZMH722XIY

not attested not anchored not stored refs pending

Materials Learning Algorithms (MALA): Scalable Machine Learning for Electronic Structure Calculations in Large-Scale Atomistic Simulations

Aidan P. Thompson, Andrew Rohskopf, Attila Cangi, Bartosz Brzoza, Daniel Kotik, Dayton J. Vogel, James M. Goff, Karan Shah, Lenz Fiedler, Matthew C. Barry, Normand Modine, Sivasankaran Rajamanickam, Steve Schmerler, Timothy J. Callow

arxiv:2411.19617 v1 · 2024-11-29 · cond-mat.mtrl-sci · 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{W6IRJEG6RDCBCZBHUZMH722XIY}

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.

Receipt and verification

First computed	2026-07-05T09:42:05.343195Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b7911490de88c4116427a6587feb57461ab6fc11d2e0d91d0646c93732d5cb18

Aliases

arxiv: 2411.19617 · arxiv_version: 2411.19617v1 · doi: 10.48550/arxiv.2411.19617 · pith_short_12: W6IRJEG6RDCB · pith_short_16: W6IRJEG6RDCBCZBH · pith_short_8: W6IRJEG6

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/W6IRJEG6RDCBCZBHUZMH722XIY \
  | 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: b7911490de88c4116427a6587feb57461ab6fc11d2e0d91d0646c93732d5cb18

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fd50a3a6e59466f54c5649e1d922133bdef115196e0f531071e44a8ce3557a7f",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cond-mat.mtrl-sci",
    "submitted_at": "2024-11-29T11:10:29Z",
    "title_canon_sha256": "e355e772b0461adaa9c8b23b69f8ff569cf3f0dbe093df57a863f4b963745802"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.19617",
    "kind": "arxiv",
    "version": 1
  }
}