Pith Number

pith:74YS6AX7

pith:2025:74YS6AX7IEUCWCO5UGGKP5LICH

not attested not anchored not stored refs pending

Causality-Inspired Robustness for Nonlinear Models via Representation Learning

Marin \v{S}ola, Peter B\"uhlmann, Xinwei Shen

arxiv:2505.12868 v1 · 2025-05-19 · stat.ML · cs.LG · stat.ME

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{74YS6AX7IEUCWCO5UGGKP5LICH}

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.

Receipt and verification

First computed	2026-07-05T11:05:10.986240Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ff312f02ff41282b09dda18ca7f56811fede889a18dae4eb5cd4e89e1f0e3c5a

Aliases

arxiv: 2505.12868 · arxiv_version: 2505.12868v1 · doi: 10.48550/arxiv.2505.12868 · pith_short_12: 74YS6AX7IEUC · pith_short_16: 74YS6AX7IEUCWCO5 · pith_short_8: 74YS6AX7

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/74YS6AX7IEUCWCO5UGGKP5LICH \
  | 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: ff312f02ff41282b09dda18ca7f56811fede889a18dae4eb5cd4e89e1f0e3c5a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a061e5e784a9b0e16a438fd6eae77939d6414900027751551c6f4c9a5594d9e6",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ME"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-05-19T08:52:15Z",
    "title_canon_sha256": "0011f6453b2dc3b3d0dbf10c5fde2679e2840eb91060422d34ac88b442a38228"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.12868",
    "kind": "arxiv",
    "version": 1
  }
}