Pith Number

pith:SKITPXJE

pith:2021:SKITPXJE255DB4MA3O63NY63GP

not attested not anchored not stored refs pending

Geometric and Physical Quantities Improve E(3) Equivariant Message Passing

Elise van der Pol, Erik J Bekkers, Johannes Brandstetter, Max Welling, Rob Hesselink

arxiv:2110.02905 v3 · 2021-10-06 · cs.LG · cs.AI · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SKITPXJE255DB4MA3O63NY63GP}

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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

6 papers in Pith

Equivariant Graph Neural Networks Improve Optical Spectra Prediction for Materials Screening

Protein Representation Learning with Secondary-Structure and Energy-Filtered Hydrogen-Bond Graphs

Graph Mamba Operator: A Latent Simulator for Interacting Particle Systems

Adaptive Canonicalization with Application to Invariant Anisotropic Geometric Networks

Bayesian E(3)-Equivariant Interatomic Potential with Iterative Restratification of Many-body Message Passing

Receipt and verification

First computed	2026-07-05T04:08:40.453833Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

929137dd24d77a30f180dbbdb6e3db33eb8c3f8c06451ad0fa85029e7aaac0d6

Aliases

arxiv: 2110.02905 · arxiv_version: 2110.02905v3 · doi: 10.48550/arxiv.2110.02905 · pith_short_12: SKITPXJE255D · pith_short_16: SKITPXJE255DB4MA · pith_short_8: SKITPXJE

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/SKITPXJE255DB4MA3O63NY63GP \
  | 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: 929137dd24d77a30f180dbbdb6e3db33eb8c3f8c06451ad0fa85029e7aaac0d6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "65f622fe2fd42590c4c97743bb0756a6addef2482b64f030fdbed0ec920aa1af",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-06T16:34:26Z",
    "title_canon_sha256": "9ac22fc291c255b2e7b7fb0722e5a5ce17e0d30399ffed973866fd8c3d781815"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.02905",
    "kind": "arxiv",
    "version": 3
  }
}