Pith Number

pith:EGFBLXI2

pith:2023:EGFBLXI2ULEPOPIRORP7ZJSH2B

not attested not anchored not stored refs pending

Evaluating Machine Learning Models with NERO: Non-Equivariance Revealed on Orbits

Gordon L Kindlmann, Michael Maire, Takumi Matsuzawa, William Irvine, Zhuokai Zhao

arxiv:2305.19889 v1 · 2023-05-31 · 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{EGFBLXI2ULEPOPIRORP7ZJSH2B}

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

From Local Cues to Global Percepts: Emergent Gestalt Organization in Self-Supervised Vision Models

Receipt and verification

First computed	2026-07-05T06:16:04.423715Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

218a15dd1aa2c8f73d11745ffca647d0633151c20002b7ee3b7deaa95b0ef9dd

Aliases

arxiv: 2305.19889 · arxiv_version: 2305.19889v1 · doi: 10.48550/arxiv.2305.19889 · pith_short_12: EGFBLXI2ULEP · pith_short_16: EGFBLXI2ULEPOPIR · pith_short_8: EGFBLXI2

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/EGFBLXI2ULEPOPIRORP7ZJSH2B \
  | 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: 218a15dd1aa2c8f73d11745ffca647d0633151c20002b7ee3b7deaa95b0ef9dd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bd3633d74cd01478c92207d3bd4ff9c1b4e5a22eca38777461317bace46dfe3d",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-31T14:24:35Z",
    "title_canon_sha256": "6cb0cc50d6a34ff9ebb8e6b1ae3621ce1fd610f2b7c1e6f41d7759ac2f2b812a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.19889",
    "kind": "arxiv",
    "version": 1
  }
}