Pith Number

pith:IXD4OC7Y

pith:2022:IXD4OC7YFEK3ASVAHU6WYVEARX

not attested not anchored not stored refs pending

MixBoost: Improving the Robustness of Deep Neural Networks by Boosting Data Augmentation

Chongjun Wang, Min Guo, Wenyu Jiang, Zhendong Liu

arxiv:2212.04059 v1 · 2022-12-08 · cs.LG · cs.AI · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IXD4OC7YFEK3ASVAHU6WYVEARX}

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	2026-07-05T05:23:35.853333Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

45c7c70bf82915b04aa03d3d6c54808df51f7b82d83bcd51fc8cd66c43eb8778

Aliases

arxiv: 2212.04059 · arxiv_version: 2212.04059v1 · doi: 10.48550/arxiv.2212.04059 · pith_short_12: IXD4OC7YFEK3 · pith_short_16: IXD4OC7YFEK3ASVA · pith_short_8: IXD4OC7Y

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/IXD4OC7YFEK3ASVAHU6WYVEARX \
  | 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: 45c7c70bf82915b04aa03d3d6c54808df51f7b82d83bcd51fc8cd66c43eb8778

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "66a4543eeeaf362eefdd3734165d62f5551e52cdd4b260973ac0542adececf52",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-12-08T03:46:48Z",
    "title_canon_sha256": "fdd0cfa5994834b8d2ea81a5f0924da249ee337916df9b257d0d87e70768c20a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.04059",
    "kind": "arxiv",
    "version": 1
  }
}