Pith Number

pith:MNZ336O3

pith:2016:MNZ336O3XZDFCE5G3VB44AGHTT

not attested not anchored not stored refs pending

Group Equivariant Convolutional Networks

Max Welling, Taco S. Cohen

arxiv:1602.07576 v3 · 2016-02-24 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{MNZ336O3XZDFCE5G3VB44AGHTT}

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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

8 papers in Pith

Velocityformer: Broken-Symmetry-Matched Equivariant Graph Transformers for Cosmological Velocity Reconstruction

Tensor Channel Equivariant Graph Neural Networks for Molecular Polarizability Prediction

Application of deep neural networks for computing the renormalization group flow of the two-dimensional phi^4 field theory

Fast contracted Clebsch--Gordan tensor products for equivariant graph neural networks

Operator Spectroscopy of Trained Lattice Samplers

Receipt and verification

First computed	2026-05-18T01:12:59.598539Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6373bdf9dbbe465113a6dd43ce00c79cea73ac1327c6aa4f4a6654451d8b832a

Aliases

arxiv: 1602.07576 · arxiv_version: 1602.07576v3 · doi: 10.48550/arxiv.1602.07576 · pith_short_12: MNZ336O3XZDF · pith_short_16: MNZ336O3XZDFCE5G · pith_short_8: MNZ336O3

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/MNZ336O3XZDFCE5G3VB44AGHTT \
  | 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: 6373bdf9dbbe465113a6dd43ce00c79cea73ac1327c6aa4f4a6654451d8b832a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "94f1f147a1cfe9b4e42f1edde05d066f165280ded9fceba3c4e8cb15debf6004",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2016-02-24T16:17:15Z",
    "title_canon_sha256": "12878ade5bd0fee362e652b3541fbfa9f35af0ea5e6b4d18d28fe4272cb9459a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1602.07576",
    "kind": "arxiv",
    "version": 3
  }
}