Pith Number

pith:IIRN4HXE

pith:2020:IIRN4HXEMQYAPY7KXWVRWQ7XGQ

not attested not anchored not stored refs pending

Generalizing Convolutional Neural Networks for Equivariance to Lie Groups on Arbitrary Continuous Data

Andrew Gordon Wilson, Marc Finzi, Pavel Izmailov, Samuel Stanton

arxiv:2002.12880 v3 · 2020-02-25 · stat.ML · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IIRN4HXEMQYAPY7KXWVRWQ7XGQ}

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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

1 paper in Pith

The Token Is a Group Element: On Lie-Algebra Attention over Matrix Lie Groups

Receipt and verification

First computed	2026-07-05T01:37:41.300624Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4222de1ee4643007e3eabdab1b43f7342598cdf11e26c05ef6def16c3a1b2281

Aliases

arxiv: 2002.12880 · arxiv_version: 2002.12880v3 · doi: 10.48550/arxiv.2002.12880 · pith_short_12: IIRN4HXEMQYA · pith_short_16: IIRN4HXEMQYAPY7K · pith_short_8: IIRN4HXE

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/IIRN4HXEMQYAPY7KXWVRWQ7XGQ \
  | 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: 4222de1ee4643007e3eabdab1b43f7342598cdf11e26c05ef6def16c3a1b2281

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "741df4bde40dbf2704dbd6bc578c78d48a8563145f6ad854282d6091376deea1",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2020-02-25T17:40:38Z",
    "title_canon_sha256": "bb208d1fde3529a06cc55131d7641ff9fc5e1a6afed632e17b734f0b2ea52ff8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.12880",
    "kind": "arxiv",
    "version": 3
  }
}