Pith Number

pith:FERTZIGU

pith:2021:FERTZIGUISXGQXIIAR6UFH37LL

not attested not anchored not stored refs pending

E(n) Equivariant Graph Neural Networks

Emiel Hoogeboom, Max Welling, Victor Garcia Satorras

arxiv:2102.09844 v3 · 2021-02-19 · cs.LG · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FERTZIGUISXGQXIIAR6UFH37LL}

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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

15 papers in Pith

Equivariant Graph Neural Networks Improve Optical Spectra Prediction for Materials Screening

Loss-Guided Adaptive Scale Refinement for Molecular Force Prediction

Graph Mamba Operator: A Latent Simulator for Interacting Particle Systems

Scalable Inference-Time Annealing with Surrogate Likelihood Estimators

A Unified Framework for Vision Transformers Equivariant to Discrete Subgroups of $\mathrm{O}(2)$

Receipt and verification

First computed	2026-07-05T03:57:25.890669Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

29233ca0d444ae685d08047d429f7f5af39d1e183a79ec9832c1c4362a5320bd

Aliases

arxiv: 2102.09844 · arxiv_version: 2102.09844v3 · doi: 10.48550/arxiv.2102.09844 · pith_short_12: FERTZIGUISXG · pith_short_16: FERTZIGUISXGQXII · pith_short_8: FERTZIGU

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/FERTZIGUISXGQXIIAR6UFH37LL \
  | 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: 29233ca0d444ae685d08047d429f7f5af39d1e183a79ec9832c1c4362a5320bd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "282541c73e8fc08f057b5d006a0e085a40cc73ea6b83b73713f9b7fa9d1637ec",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-02-19T10:25:33Z",
    "title_canon_sha256": "19f384f266bf4bab684277b2d1ed7d8aa446c306d93b2aa051073cbb61aa580c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.09844",
    "kind": "arxiv",
    "version": 3
  }
}