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Pith Number

pith:C7EGIHIT

pith:2021:C7EGIHIT52V5KFHPAVX2GJCPD4
not attested not anchored not stored refs pending

Do Invariances in Deep Neural Networks Align with Human Perception?

Adrian Weller, Ayan Majumdar, Bradley C. Love, Camila Kolling, John P. Dickerson, Krishna P. Gummadi, Vedant Nanda

arxiv:2111.14726 v4 · 2021-11-29 · cs.CV · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{C7EGIHIT52V5KFHPAVX2GJCPD4}

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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

1 paper in Pith

Receipt and verification
First computed 2026-07-05T05:21:40.267673Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

17c8641d13eeabd514ef056fa3244f1f03d31178dc0716203573b2a30beda5d8

Aliases

arxiv: 2111.14726 · arxiv_version: 2111.14726v4 · doi: 10.48550/arxiv.2111.14726 · pith_short_12: C7EGIHIT52V5 · pith_short_16: C7EGIHIT52V5KFHP · pith_short_8: C7EGIHIT
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/C7EGIHIT52V5KFHPAVX2GJCPD4 \
  | 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: 17c8641d13eeabd514ef056fa3244f1f03d31178dc0716203573b2a30beda5d8
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "e15a26e9bdf236c6e5c8c843484629d4ce0d5233cc1deccc8ce736bc98b7a82a",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2021-11-29T17:26:50Z",
    "title_canon_sha256": "a5994369069ed3c8b3154048e53bbfaf8acd1f9c6fc54f3c32c933c17fb3c3d9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.14726",
    "kind": "arxiv",
    "version": 4
  }
}