Pith Number

pith:PMSWSZR3

pith:2024:PMSWSZR3BVPRCNF2NEZ3HAYRTO

not attested not anchored not stored refs pending

SHIELD: LLM-Driven Schema Induction for Predictive Analytics in EV Battery Supply Chain Disruptions

Aike Shi, Alexander G. Hauptmann, Jason O'Connor, Kate S. Whitefoot, Wei Liu, Yifei Dong, Yuzhi Hu, Zhi-Qi Cheng

arxiv:2408.05357 v2 · 2024-08-09 · cs.AI · cs.HC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PMSWSZR3BVPRCNF2NEZ3HAYRTO}

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	2026-07-05T09:23:56.651423Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7b2569663b0d5f1134ba6933b383119b9c766096c975a44260c2b858fa6d6a32

Aliases

arxiv: 2408.05357 · arxiv_version: 2408.05357v2 · doi: 10.48550/arxiv.2408.05357 · pith_short_12: PMSWSZR3BVPR · pith_short_16: PMSWSZR3BVPRCNF2 · pith_short_8: PMSWSZR3

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/PMSWSZR3BVPRCNF2NEZ3HAYRTO \
  | 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: 7b2569663b0d5f1134ba6933b383119b9c766096c975a44260c2b858fa6d6a32

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3f485d2ee406584b4595a4e919c6e57809a2978a59c65d1d99142527c4a8a5c0",
    "cross_cats_sorted": [
      "cs.HC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-08-09T22:08:12Z",
    "title_canon_sha256": "1994c50e8a080cc252e015e7042f8a634db37bc3220e92c4c37abc3bff6e0066"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.05357",
    "kind": "arxiv",
    "version": 2
  }
}