Pith Number

pith:2R5LS4IX

pith:2025:2R5LS4IXJ5X3CLDGT36JE5Y34D

not attested not anchored not stored refs pending

Improving Out-of-Domain Robustness with Targeted Augmentation in Frequency and Pixel Spaces

Haitao Wang, Qiong Luo, Ruoqi Wang, Shaojie Guo

arxiv:2505.12317 v1 · 2025-05-18 · cs.CV · 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{2R5LS4IXJ5X3CLDGT36JE5Y34D}

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	2026-07-05T11:05:02.093134Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d47ab971174f6fb12c669efc92771be0fdc5fdd0a5b0a7cf7b9e79c77677321a

Aliases

arxiv: 2505.12317 · arxiv_version: 2505.12317v1 · doi: 10.48550/arxiv.2505.12317 · pith_short_12: 2R5LS4IXJ5X3 · pith_short_16: 2R5LS4IXJ5X3CLDG · pith_short_8: 2R5LS4IX

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/2R5LS4IXJ5X3CLDGT36JE5Y34D \
  | 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: d47ab971174f6fb12c669efc92771be0fdc5fdd0a5b0a7cf7b9e79c77677321a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "80e94a66b193542d48ae13e25795bc0bd98244fb80e2f9d795b18dfda9c4dca8",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-05-18T09:15:40Z",
    "title_canon_sha256": "aa5af1030090fa9198abe10d9ad728462f78785d3970fcf86977f9367045cd25"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.12317",
    "kind": "arxiv",
    "version": 1
  }
}