Pith Number

pith:HSKINWGC

pith:2021:HSKINWGCGZYKTYQJJKDJNTFF7H

not attested not anchored not stored refs pending

Training or Architecture? How to Incorporate Invariance in Neural Networks

Adam Czapli\'nski, Jonas Geiping, Kanchana Vaishnavi Gandikota, Michael Moeller, Zorah L\"ahner

arxiv:2106.10044 v1 · 2021-06-18 · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HSKINWGCGZYKTYQJJKDJNTFF7H}

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	2026-07-05T02:50:32.937192Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3c9486d8c23670a9e2094a8696cca5f9c808fb12a08467f2f0f8a6fb00a25ca0

Aliases

arxiv: 2106.10044 · arxiv_version: 2106.10044v1 · doi: 10.48550/arxiv.2106.10044 · pith_short_12: HSKINWGCGZYK · pith_short_16: HSKINWGCGZYKTYQJ · pith_short_8: HSKINWGC

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/HSKINWGCGZYKTYQJJKDJNTFF7H \
  | 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: 3c9486d8c23670a9e2094a8696cca5f9c808fb12a08467f2f0f8a6fb00a25ca0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b4c342fb6589c6d81900c0d6cf109dc13690925198059742e771c1b971ec19bd",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2021-06-18T10:31:00Z",
    "title_canon_sha256": "af311965272c3609cca887f4fcd7df68dbf1bc34f742c83569e2af396a5da612"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.10044",
    "kind": "arxiv",
    "version": 1
  }
}