Pith Number

pith:P2ARL6MF

pith:2018:P2ARL6MFRUQQ7AXEAN6PYUQJBA

not attested not anchored not stored refs pending

Why do deep convolutional networks generalize so poorly to small image transformations?

Aharon Azulay, Yair Weiss

arxiv:1805.12177 v4 · 2018-05-30 · 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{P2ARL6MFRUQQ7AXEAN6PYUQJBA}

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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

2 papers in Pith

Principles and Practice of Deep Representation Learning: or a Mathematical Theory of Memory

Parameter-Efficient Architectural Modifications for Translation-Invariant CNNs

Receipt and verification

First computed	2026-07-05T00:35:09.089432Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7e8115f9858d210f82e4037cfc52090830423244577ef53aab0d7cef007cba66

Aliases

arxiv: 1805.12177 · arxiv_version: 1805.12177v4 · doi: 10.48550/arxiv.1805.12177 · pith_short_12: P2ARL6MFRUQQ · pith_short_16: P2ARL6MFRUQQ7AXE · pith_short_8: P2ARL6MF

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/P2ARL6MFRUQQ7AXEAN6PYUQJBA \
  | 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: 7e8115f9858d210f82e4037cfc52090830423244577ef53aab0d7cef007cba66

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "79324376869d542c6bcc86f681751776f383b4252951d2a52817c4e453452ae5",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2018-05-30T18:56:33Z",
    "title_canon_sha256": "8a3fedccb6683b2c1414c6dd1fd362bfe54e76535c7cfa3b9ce2e1d2ebd6bddc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1805.12177",
    "kind": "arxiv",
    "version": 4
  }
}