Pith Number

pith:LLQHMVSO

pith:2019:LLQHMVSOW2ZBQR5LWOVD7IG5JT

not attested not anchored not stored refs pending

AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty

Balaji Lakshminarayanan, Barret Zoph, Dan Hendrycks, Ekin D. Cubuk, Justin Gilmer, Norman Mu

arxiv:1912.02781 v2 · 2019-12-05 · stat.ML · 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{LLQHMVSOW2ZBQR5LWOVD7IG5JT}

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

14 papers in Pith

Adversarial Domain Prompt Tuning and Generation for Single Domain Generalization

Learning from almost nothing: How neural networks survive heavy input corruption

ReSAGE-PAR: Representational Similarity Assessment for Generative Expansion in Pedestrian Attribute Recognition

Dual Feature Decoupling for Fine-Grained OOD Detection

FDDet: Achieving Data-Efficient Food Defect Detection Under Real-World Scenarios

Receipt and verification

First computed	2026-07-05T00:41:01.282840Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5ae076564eb6b21847abb3aa3fa0dd4cec4b284192d8b0b8a2436756cc32efbd

Aliases

arxiv: 1912.02781 · arxiv_version: 1912.02781v2 · doi: 10.48550/arxiv.1912.02781 · pith_short_12: LLQHMVSOW2ZB · pith_short_16: LLQHMVSOW2ZBQR5L · pith_short_8: LLQHMVSO

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/LLQHMVSOW2ZBQR5LWOVD7IG5JT \
  | 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: 5ae076564eb6b21847abb3aa3fa0dd4cec4b284192d8b0b8a2436756cc32efbd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f047dc5e9c7bf2e30bccfd538fb7106c1c8430d17f57b12a5f48f9bbf51d25ef",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2019-12-05T18:18:10Z",
    "title_canon_sha256": "f2b7f5c65a7deff724640bee5c59950ed9563367c1948fc7d58f6119dacb464f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.02781",
    "kind": "arxiv",
    "version": 2
  }
}