Pith Number

pith:LUQJMMML

pith:2022:LUQJMMMLLGQ67VQBJIIXG6D6EM

not attested not anchored not stored refs pending

What is an equivariant neural network?

Bradley J. Nelson, Lek-Heng Lim

arxiv:2205.07362 v2 · 2022-05-15 · cs.LG · math.RT · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LUQJMMMLLGQ67VQBJIIXG6D6EM}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Supervised Machine Learning Methods with Uncertainty Quantification for Exoplanet Atmospheric Retrievals from Transmission Spectroscopy

Receipt and verification

First computed	2026-07-05T05:16:50.893361Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5d2096318b59a1efd6014a1173787e233fb5244a6f6a138188f6266ae2e3e5b5

Aliases

arxiv: 2205.07362 · arxiv_version: 2205.07362v2 · doi: 10.48550/arxiv.2205.07362 · pith_short_12: LUQJMMMLLGQ6 · pith_short_16: LUQJMMMLLGQ67VQB · pith_short_8: LUQJMMML

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/LUQJMMMLLGQ67VQBJIIXG6D6EM \
  | 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: 5d2096318b59a1efd6014a1173787e233fb5244a6f6a138188f6266ae2e3e5b5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "99e712433e8bab962069a830d3ce99189f858774aaafb8e887c6b3088e0d19e2",
    "cross_cats_sorted": [
      "math.RT",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-15T19:24:12Z",
    "title_canon_sha256": "aa0a08f87c876ec10bed449d66b67546087196e63bde6690f6f7bf4357d80b38"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.07362",
    "kind": "arxiv",
    "version": 2
  }
}