Pith Number

pith:VMKXUTU2

pith:2020:VMKXUTU2IGSBRG674Y5NAKWNO6

not attested not anchored not stored refs pending

How Does Mixup Help With Robustness and Generalization?

Amirata Ghorbani, James Zou, Kenji Kawaguchi, Linjun Zhang, Zhun Deng

arxiv:2010.04819 v4 · 2020-10-09 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VMKXUTU2IGSBRG674Y5NAKWNO6}

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

4 papers in Pith

Margin-Adaptive Confidence Ranking for Reliable LLM Judgement

Medical Model Synthesis Architectures: A Case Study

Characterizing the Generalization Error of Random Feature Regression with Arbitrary Data-Augmentation

CrackForward: Context-Aware Severity Stage Crack Synthesis for Data Augmentation

Receipt and verification

First computed	2026-07-05T02:24:11.360834Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ab157a4e9a41a4189bdfe63ad02acd77aa28aab66b032b0a2d802745444d30cb

Aliases

arxiv: 2010.04819 · arxiv_version: 2010.04819v4 · doi: 10.48550/arxiv.2010.04819 · pith_short_12: VMKXUTU2IGSB · pith_short_16: VMKXUTU2IGSBRG67 · pith_short_8: VMKXUTU2

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/VMKXUTU2IGSBRG674Y5NAKWNO6 \
  | 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: ab157a4e9a41a4189bdfe63ad02acd77aa28aab66b032b0a2d802745444d30cb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e134b07acbaf077927fab8792ff3a9b2c1c4af0768244f78bdcfebfb5c0128ad",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-10-09T21:38:14Z",
    "title_canon_sha256": "7e0fab3444e11d39b568826df146f71ed006e5e48f2c13ac1b2398c2eb54a5b7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.04819",
    "kind": "arxiv",
    "version": 4
  }
}