Pith Number

pith:Y4AIUO5D

pith:2026:Y4AIUO5DKAZDAYF2LRINC3APOY

not attested not anchored not stored refs pending

Generative and multimodal AI for materials prediction and design: Progress, challenges, and perspectives

Alexandra J. Ramadan, Benjamin E. Jolly, Charles Anjah, Delvin Ce Zhang, Haiping Lu, Haolin Wang, Jonathon F. S. Markanday, Joshua Berry, Katerina A. Christofidou, Nicola A. Morley, Robert D. J. Oliver, Xianyuan Liu

arxiv:2607.21660 v1 · 2026-07-22 · 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{Y4AIUO5DKAZDAYF2LRINC3APOY}

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	2026-07-27T00:20:13.748482Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c7008a3ba350323060ba5c50d16c0f762460db1007e5f519d19e505887878abb

Aliases

arxiv: 2607.21660 · arxiv_version: 2607.21660v1 · doi: 10.48550/arxiv.2607.21660 · pith_short_12: Y4AIUO5DKAZD · pith_short_16: Y4AIUO5DKAZDAYF2 · pith_short_8: Y4AIUO5D

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/Y4AIUO5DKAZDAYF2LRINC3APOY \
  | 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: c7008a3ba350323060ba5c50d16c0f762460db1007e5f519d19e505887878abb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d7bee6e02648e4936b22b2425ff2669181dddf0790ca01e58af57e9de4842ef2",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cond-mat.mtrl-sci",
    "submitted_at": "2026-07-22T23:06:35Z",
    "title_canon_sha256": "7d4913703b8e25c34c2ddab38bac0eb345d21984124c25cd44c38fda381c653b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.21660",
    "kind": "arxiv",
    "version": 1
  }
}