Pith Number

pith:WJRCKRYA

pith:2022:WJRCKRYAMZ5A3YRJIT4ZET5MJR

not attested not anchored not stored refs pending

Adaptive Noisy Data Augmentation for Regularized Estimation and Inference in Generalized Linear Models

Fang Liu, Yinan Li

arxiv:2204.08574 v1 · 2022-04-18 · stat.ML · cs.LG · stat.ME

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WJRCKRYAMZ5A3YRJIT4ZET5MJR}

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	2026-07-05T04:15:31.293845Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b262254700667a0de22944f9924fac4c5ebb37f29c1c49eca11db948fbc5a382

Aliases

arxiv: 2204.08574 · arxiv_version: 2204.08574v1 · doi: 10.48550/arxiv.2204.08574 · pith_short_12: WJRCKRYAMZ5A · pith_short_16: WJRCKRYAMZ5A3YRJ · pith_short_8: WJRCKRYA

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/WJRCKRYAMZ5A3YRJIT4ZET5MJR \
  | 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: b262254700667a0de22944f9924fac4c5ebb37f29c1c49eca11db948fbc5a382

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "13438940881170412b02657c3d37d1380c6354904b96b1bb545700f0da3e3464",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ME"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-04-18T22:02:37Z",
    "title_canon_sha256": "35fadbf3501bd7c703f03328cc5488fbdcd88f3dc2ed727d6d3c36e277accc5b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.08574",
    "kind": "arxiv",
    "version": 1
  }
}