Pith Number

pith:S45YUVT2

pith:2025:S45YUVT2OUK2DYJRN7T7Y3J2DA

not attested not anchored not stored refs pending

Your Attention Matters: to Improve Model Robustness to Noise and Spurious Correlations

Camilo Tamayo-Rousseau, Randall Balestriero, Yiqun Zhang, Yunjia Zhao

arxiv:2507.20453 v3 · 2025-07-28 · 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{S45YUVT2OUK2DYJRN7T7Y3J2DA}

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	2026-07-05T12:05:43.674418Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

973b8a567a7515a1e1316fe7fc6d3a1830c03e35659236571392333ce3eb9eea

Aliases

arxiv: 2507.20453 · arxiv_version: 2507.20453v3 · doi: 10.48550/arxiv.2507.20453 · pith_short_12: S45YUVT2OUK2 · pith_short_16: S45YUVT2OUK2DYJR · pith_short_8: S45YUVT2

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/S45YUVT2OUK2DYJRN7T7Y3J2DA \
  | 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: 973b8a567a7515a1e1316fe7fc6d3a1830c03e35659236571392333ce3eb9eea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "31ee5ee7a97d8a550c081a60093bcee9a204f2c9800e449ed1cde67a97f6e420",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-28T01:07:22Z",
    "title_canon_sha256": "8bd096c87feb67366292e384199c61837d16dff415e4e1a63330ba5c3a619643"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.20453",
    "kind": "arxiv",
    "version": 3
  }
}