Pith Number

pith:IUUVOERL

pith:2020:IUUVOERLPSUYVWDHIDWW6OV2P7

not attested not anchored not stored refs pending

On the Benefits of Invariance in Neural Networks

Benjamin Bloem-Reddy, Clare Lyle, Mark van der Wilk, Marta Kwiatkowska, Yarin Gal

arxiv:2005.00178 v1 · 2020-05-01 · cs.LG · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IUUVOERLPSUYVWDHIDWW6OV2P7}

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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

4 papers in Pith

Equivariance and Augmentation for Bayesian Neural Networks

Conservation Laws from Data Symmetry in Neural Networks

The Evaluation Game: Beyond Static LLM Benchmarking

Aligning Network Equivariance with Data Symmetry: A Theoretical Framework and Adaptive Approach for Image Restoration

Receipt and verification

First computed	2026-07-05T00:59:38.714065Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

452957122b7ca98ad86740ed6f3aba7fe5e4bcf35893183f950a8ac66bb050df

Aliases

arxiv: 2005.00178 · arxiv_version: 2005.00178v1 · doi: 10.48550/arxiv.2005.00178 · pith_short_12: IUUVOERLPSUY · pith_short_16: IUUVOERLPSUYVWDH · pith_short_8: IUUVOERL

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/IUUVOERLPSUYVWDHIDWW6OV2P7 \
  | 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: 452957122b7ca98ad86740ed6f3aba7fe5e4bcf35893183f950a8ac66bb050df

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c1d605bf15cf98c65de0e6e4a715b3a7bebc6190a4ad7de9379ff57f5c6cc4fe",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-05-01T02:08:58Z",
    "title_canon_sha256": "3439373ad814e99064406071edf03df6b89f6c1713830f7a903be7bfb5e23fff"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2005.00178",
    "kind": "arxiv",
    "version": 1
  }
}