Pith Number

pith:TFEQYUVZ

pith:2021:TFEQYUVZNIJ2SLXUIMY4XBE27K

not attested not anchored not stored refs pending

Evading the Simplicity Bias: Training a Diverse Set of Models Discovers Solutions with Superior OOD Generalization

Anton van den Hengel, Damien Teney, Ehsan Abbasnejad, Simon Lucey

arxiv:2105.05612 v3 · 2021-05-12 · cs.LG · 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{TFEQYUVZNIJ2SLXUIMY4XBE27K}

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

Learning Causality for Modern Machine Learning

Receipt and verification

First computed	2026-07-05T04:56:10.797247Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

99490c52b96a13a92ef44331cb849afa90f278b30ebf8160cd5f8e78bc1ca769

Aliases

arxiv: 2105.05612 · arxiv_version: 2105.05612v3 · doi: 10.48550/arxiv.2105.05612 · pith_short_12: TFEQYUVZNIJ2 · pith_short_16: TFEQYUVZNIJ2SLXU · pith_short_8: TFEQYUVZ

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/TFEQYUVZNIJ2SLXUIMY4XBE27K \
  | 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: 99490c52b96a13a92ef44331cb849afa90f278b30ebf8160cd5f8e78bc1ca769

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6140fad8bd026fa9e06866649f665b1aacf6254644e78c3c76b6d40ad7e00bd1",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-05-12T12:12:24Z",
    "title_canon_sha256": "5318880d69eae79a91243af7689e7e6fa0f2f75095c12571617e60e82b19d59d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2105.05612",
    "kind": "arxiv",
    "version": 3
  }
}