Pith Number

pith:EJK2PHB3

pith:2026:EJK2PHB3YBQN4WAWMK7KWNS2TI

not attested not anchored not stored refs pending

Towards Automated Discovery: A Review of Generative Models, Multimodal Learning and Closed-Loop Workflows in Inverse Materials Design

Anand Babu, Gian-Marco Rignanese, Rog\'erio Almeida Gouv\^ea

arxiv:2606.02507 v1 · 2026-06-01 · cond-mat.mtrl-sci · cs.ET · cs.LG · physics.app-ph · physics.comp-ph

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EJK2PHB3YBQN4WAWMK7KWNS2TI}

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	2026-06-02T03:05:08.125663Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2255a79c3bc060de581662beab365a9a38bd244ea836218d10db117e8280ec5b

Aliases

arxiv: 2606.02507 · arxiv_version: 2606.02507v1 · doi: 10.48550/arxiv.2606.02507 · pith_short_12: EJK2PHB3YBQN · pith_short_16: EJK2PHB3YBQN4WAW · pith_short_8: EJK2PHB3

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/EJK2PHB3YBQN4WAWMK7KWNS2TI \
  | 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: 2255a79c3bc060de581662beab365a9a38bd244ea836218d10db117e8280ec5b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1d293369629ff1d508da9156f7d9e65260700b7bf5173d7de344d43b346ef1f0",
    "cross_cats_sorted": [
      "cs.ET",
      "cs.LG",
      "physics.app-ph",
      "physics.comp-ph"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cond-mat.mtrl-sci",
    "submitted_at": "2026-06-01T17:20:55Z",
    "title_canon_sha256": "8d48d3c472a84cbd247cd1ce066c9ca3e9c318ed4604bc6e5e9aae1eed3a2485"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.02507",
    "kind": "arxiv",
    "version": 1
  }
}