Pith Number

pith:ZGKLXHZD

pith:2021:ZGKLXHZDYUGU2PNBAGBSDHQKQC

not attested not anchored not stored refs pending

Does enhanced shape bias improve neural network robustness to common corruptions?

Chaithanya Kumar Mummadi, Jan Hendrik Metzen, Julien Vitay, Ranjitha Subramaniam, Robin Hutmacher, Volker Fischer

arxiv:2104.09789 v1 · 2021-04-20 · cs.CV

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZGKLXHZDYUGU2PNBAGBSDHQKQC}

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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

Response Wide Shut? Surprising Observations in Basic Vision Language Model Capabilities

Receipt and verification

First computed	2026-07-05T02:33:36.919349Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c994bb9f23c50d4d3da10183219e0a80b4b23a0e50c3daba0c022ecb7c8b5886

Aliases

arxiv: 2104.09789 · arxiv_version: 2104.09789v1 · doi: 10.48550/arxiv.2104.09789 · pith_short_12: ZGKLXHZDYUGU · pith_short_16: ZGKLXHZDYUGU2PNB · pith_short_8: ZGKLXHZD

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/ZGKLXHZDYUGU2PNBAGBSDHQKQC \
  | 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: c994bb9f23c50d4d3da10183219e0a80b4b23a0e50c3daba0c022ecb7c8b5886

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "219e433c9a6f71f206bc07bc6c864006cdbf7c8fa1ce29e43c27ba1db6909bb8",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2021-04-20T07:06:53Z",
    "title_canon_sha256": "fae6ca304c4e41eba950fef59fb7f398fccf316f95fafb4da0df8007f4c0e275"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2104.09789",
    "kind": "arxiv",
    "version": 1
  }
}