Pith Number

pith:F2FRCDNO

pith:2025:F2FRCDNOZN7XIVRWPSGMM2TX3O

not attested not anchored not stored refs pending

Combined Image Data Augmentations diminish the benefits of Adaptive Label Smoothing

Andrey Morozov, Ekagra Gupta, Georg Siedel, Silvia Vock, Weijia Shao

arxiv:2507.16427 v1 · 2025-07-22 · 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{F2FRCDNOZN7XIVRWPSGMM2TX3O}

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	2026-07-05T11:41:09.241800Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2e8b110daecb7f7456367c8cc66a77db8fd218952f57cffaadbf3e06d7778200

Aliases

arxiv: 2507.16427 · arxiv_version: 2507.16427v1 · doi: 10.48550/arxiv.2507.16427 · pith_short_12: F2FRCDNOZN7X · pith_short_16: F2FRCDNOZN7XIVRW · pith_short_8: F2FRCDNO

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/F2FRCDNOZN7XIVRWPSGMM2TX3O \
  | 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: 2e8b110daecb7f7456367c8cc66a77db8fd218952f57cffaadbf3e06d7778200

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0f283e43d6251e1e9f5e507379fd345f8702e050056aa34f806f91baf20ade8f",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-07-22T10:21:37Z",
    "title_canon_sha256": "19f081a6da16b22cea7ac97f08f4769dcd4a703024eba2cc93d8c4b4c48fa9de"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.16427",
    "kind": "arxiv",
    "version": 1
  }
}