Pith Number

pith:QGPZOBYP

pith:2025:QGPZOBYPJXVSFH6YL7D5F5PI2Z

not attested not anchored not stored refs pending

LAMP: Data-Efficient Linear Affine Weight-Space Models for Parameter-Controlled 3D Shape Generation and Extrapolation

Dule Shu, Faez Ahmed, Ghadi Nehme, Matt Klenk, Yanxia Zhang

arxiv:2510.22491 v3 · 2025-10-26 · cs.LG · cs.CE · cs.CV

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\usepackage{pith}
\pithnumber{QGPZOBYPJXVSFH6YL7D5F5PI2Z}

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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

5 papers in Pith

Geometry-Aware Neural Optimizer for Shape Optimization and Inversion

GeoFunFlow-3D: A Physics-Guided Generative Flow Matching Framework for High-Fidelity 3D Aerodynamic Inference over Complex Geometries

Geometry-Aware Neural Optimizer for Shape Optimization and Inversion

FLARE: A Data-Efficient Surrogate for Predicting Displacement Fields in Directed Energy Deposition

Receipt and verification

First computed	2026-06-03T01:05:06.911608Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

819f97070f4deb229fd85fc7d2f5e8d644ea0c9eca8576a396ae87a3c3b83f5a

Aliases

arxiv: 2510.22491 · arxiv_version: 2510.22491v3 · doi: 10.48550/arxiv.2510.22491 · pith_short_12: QGPZOBYPJXVS · pith_short_16: QGPZOBYPJXVSFH6Y · pith_short_8: QGPZOBYP

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/QGPZOBYPJXVSFH6YL7D5F5PI2Z \
  | 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: 819f97070f4deb229fd85fc7d2f5e8d644ea0c9eca8576a396ae87a3c3b83f5a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "20a1809be83431dd41148ed62536a25cb511e489974b5f4e3ee55f47c0a8e0d0",
    "cross_cats_sorted": [
      "cs.CE",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-10-26T02:12:20Z",
    "title_canon_sha256": "e764e7a4f63b88ee1e54cbf07e67653931fcdb52cd21ccc6d07fb05973a043b6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.22491",
    "kind": "arxiv",
    "version": 3
  }
}