Pith Number

pith:6YI3ZT5R

pith:2024:6YI3ZT5R3VAF5KHIYWVWYTMBKC

not attested not anchored not stored refs pending

Emergent Equivariance in Deep Ensembles

Jan E. Gerken, Pan Kessel

arxiv:2403.03103 v2 · 2024-03-05 · 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{6YI3ZT5R3VAF5KHIYWVWYTMBKC}

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

Equivariance and Augmentation for Bayesian Neural Networks

Receipt and verification

First computed	2026-07-05T08:32:11.723359Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f611bccfb1dd405ea8e8c5ab6c4d8150a2254ccf2474ca84129face6d6b6505c

Aliases

arxiv: 2403.03103 · arxiv_version: 2403.03103v2 · doi: 10.48550/arxiv.2403.03103 · pith_short_12: 6YI3ZT5R3VAF · pith_short_16: 6YI3ZT5R3VAF5KHI · pith_short_8: 6YI3ZT5R

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/6YI3ZT5R3VAF5KHIYWVWYTMBKC \
  | 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: f611bccfb1dd405ea8e8c5ab6c4d8150a2254ccf2474ca84129face6d6b6505c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "76c9926ef10de7a405fb024df168a831e0e9a52396d8180dfc3dc5c8928a5b76",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-05T16:43:25Z",
    "title_canon_sha256": "f5575b04177b6b28caf728258092ca064f5495d82306e7dd57ccc935e4d0e8bf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.03103",
    "kind": "arxiv",
    "version": 2
  }
}