Pith Number

pith:ETLA7DQZ

pith:2022:ETLA7DQZOZLAQ27AOGZIDXLYT4

not attested not anchored not stored refs pending

MAgNET: A Graph U-Net Architecture for Mesh-Based Simulations

Jakub Lengiewicz, Saurabh Deshpande, St\'ephane P.A. Bordas

arxiv:2211.00713 v3 · 2022-11-01 · cs.LG · cs.CE

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\usepackage{pith}
\pithnumber{ETLA7DQZOZLAQ27AOGZIDXLYT4}

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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

4 papers in Pith

Mask-Morph Graph U-Net: A Generalisable Mesh-Based Surrogate for Crashworthiness Field Prediction under Large Geometric Variation

A finite-element-inspired bipartite graph learned simulator for manufacturability assessment in large-deformation sheet forming

Mask-Morph Graph U-Net: A Generalisable Mesh-Based Surrogate for Crashworthiness Field Prediction under Large Geometric Variation

Receipt and verification

First computed	2026-07-05T08:03:24.951263Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

24d60f8e197656086be071b281dd789f04e195d59c7dc515839b7c3a42cc2195

Aliases

arxiv: 2211.00713 · arxiv_version: 2211.00713v3 · doi: 10.48550/arxiv.2211.00713 · pith_short_12: ETLA7DQZOZLA · pith_short_16: ETLA7DQZOZLAQ27A · pith_short_8: ETLA7DQZ

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/ETLA7DQZOZLAQ27AOGZIDXLYT4 \
  | 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: 24d60f8e197656086be071b281dd789f04e195d59c7dc515839b7c3a42cc2195

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bae357a0e1318f6e02476998a1911d6213fc337ef192498c049014191200d5f8",
    "cross_cats_sorted": [
      "cs.CE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-01T19:23:45Z",
    "title_canon_sha256": "288446c558b69af120cf7fba5a19cc9a1dd2b615bdb74fb6958631ad322a6cfb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.00713",
    "kind": "arxiv",
    "version": 3
  }
}