Pith Number

pith:UIKLMPCL

pith:2025:UIKLMPCLFPT4NMSFNOLAF7B2TU

not attested not anchored not stored refs pending

34 Examples of LLM Applications in Materials Science and Chemistry: Towards Automation, Assistants, Agents, and Accelerated Scientific Discovery

Aakash Naik, Abhijeet S. Gangan, Adib Bazgir, Alexander Al-Feghali, Aleyna Beste Ozhan, Aritra Roy, Ben Blaiszik, Bernadette Mohr, Calvin Li, Carla Terboven, Defne Circi, Dieter Plessers, Fabian Sch\"oppach, Ghazal Khalighinejad, Hassan Harb, Ian Foster, Janine George, Jan Janssen, Joshua Bocarsly, Katharina Ueltzen, L. Catherine Brinson, Magdalena Lederbauer, Matthew L. Evans, Mehrad Ansari, Min-Hsueh Chiu, Nathan Daelman, Philippe Schwaller, Sartaaj Takrim Khan, Sascha Klawohn, Seyed Mohamad Moosavi, Shang Zhu, Soroush Mahjoubi, Yoel Zimmermann, Yuan Chiang, Yue Wu

arxiv:2505.03049 v2 · 2025-05-05 · cs.LG · cond-mat.mtrl-sci

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

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\usepackage{pith}
\pithnumber{UIKLMPCLFPT4NMSFNOLAF7B2TU}

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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

2 papers in Pith

GenoMAS: A Multi-Agent Framework for Scientific Discovery via Code-Driven Gene Expression Analysis

From Knowledge to Action: Outcomes of the 2025 Large Language Model (LLM) Hackathon for Applications in Materials Science and Chemistry

Receipt and verification

First computed	2026-07-05T11:03:59.949816Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a214b63c4b2be7c6b2456b9602fc3a9d1da20d4c608031badd1a8a79d3b7b549

Aliases

arxiv: 2505.03049 · arxiv_version: 2505.03049v2 · doi: 10.48550/arxiv.2505.03049 · pith_short_12: UIKLMPCLFPT4 · pith_short_16: UIKLMPCLFPT4NMSF · pith_short_8: UIKLMPCL

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/UIKLMPCLFPT4NMSFNOLAF7B2TU \
  | 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: a214b63c4b2be7c6b2456b9602fc3a9d1da20d4c608031badd1a8a79d3b7b549

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c1284f018b65d6fba76015a393c69c5565f257917f48b94de22d5642fe91360c",
    "cross_cats_sorted": [
      "cond-mat.mtrl-sci"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-05T22:08:37Z",
    "title_canon_sha256": "3d575633db5f0a2788c5b43d6b3a49e953ec3225a3fbc8b167d58182bf6dec65"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.03049",
    "kind": "arxiv",
    "version": 2
  }
}