Pith Number

pith:IF6BOYMN

pith:2025:IF6BOYMNHUKGTOG3IHPRQAXP7Z

not attested not anchored not stored refs pending

Expert-Guided LLM Reasoning for Battery Discovery: From AI-Driven Hypothesis to Synthesis and Characterization

Hannan Xu, Harry Guo, Huanxin Li, Shengchao Liu, Yan Ai, Yoshua Bengio

arxiv:2507.16110 v1 · 2025-07-21 · cs.AI · cs.LG

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

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\usepackage{pith}
\pithnumber{IF6BOYMNHUKGTOG3IHPRQAXP7Z}

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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

1 paper in Pith

Matter to Mechanism: A Benchmark for AI Co-Scientists in Materials and Battery Research

Receipt and verification

First computed	2026-07-05T11:41:03.170775Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

417c17618d3d1469b8db41df1802effe454836e4f23bcffc1f61b3240e535788

Aliases

arxiv: 2507.16110 · arxiv_version: 2507.16110v1 · doi: 10.48550/arxiv.2507.16110 · pith_short_12: IF6BOYMNHUKG · pith_short_16: IF6BOYMNHUKGTOG3 · pith_short_8: IF6BOYMN

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/IF6BOYMNHUKGTOG3IHPRQAXP7Z \
  | 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: 417c17618d3d1469b8db41df1802effe454836e4f23bcffc1f61b3240e535788

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "af6deb860a73e0fabffbe8bcdba43a1704d8e1546ce7294ede173ed5eebceeeb",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-07-21T23:46:11Z",
    "title_canon_sha256": "762bf12001d3ce7ffc237888bfac946033311db202b2f9fc8d0ee1c8eb737acd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.16110",
    "kind": "arxiv",
    "version": 1
  }
}