Pith Number

pith:CR4SVC2C

pith:2025:CR4SVC2CFZ4S5TG6DOGFJW2G4E

not attested not anchored not stored refs pending

Generative Reliability-Based Design Optimization Using In-Context Learning Capabilities of Large Language Models

Qian Tang, Zequn Wang, Zhonglin Jiang

arxiv:2503.22401 v1 · 2025-03-28 · cs.LG · stat.ME

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CR4SVC2CFZ4S5TG6DOGFJW2G4E}

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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

Flow marching for a generative PDE foundation model

Latent Generative Solvers for Generalizable Long-Term Physics Simulation

Receipt and verification

First computed	2026-07-05T10:41:04.254576Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

14792a8b422e792eccde1b8c54db46e1142219a2bbe00ba223814939b6ad7da4

Aliases

arxiv: 2503.22401 · arxiv_version: 2503.22401v1 · doi: 10.48550/arxiv.2503.22401 · pith_short_12: CR4SVC2CFZ4S · pith_short_16: CR4SVC2CFZ4S5TG6 · pith_short_8: CR4SVC2C

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/CR4SVC2CFZ4S5TG6DOGFJW2G4E \
  | 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: 14792a8b422e792eccde1b8c54db46e1142219a2bbe00ba223814939b6ad7da4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "22d9bb6cf4d38fc8bb3da335694ab78deb0566648d3cc726cf0b7ca5e07cc956",
    "cross_cats_sorted": [
      "stat.ME"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-28T13:10:04Z",
    "title_canon_sha256": "61e87e7d4cde67684f8166d0aeacdfe10597c64a8181ee1f58e6bc4197a4819a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.22401",
    "kind": "arxiv",
    "version": 1
  }
}