Pith Number

pith:DIVJE7DA

pith:2022:DIVJE7DAXHCMOLEW6KF7DJ7XFJ

not attested not anchored not stored refs pending

Feature Dropout: Revisiting the Role of Augmentations in Contrastive Learning

Alex Tamkin, Margalit Glasgow, Noah Goodman, Xiluo He

arxiv:2212.08378 v1 · 2022-12-16 · cs.LG · cs.CV · cs.SD · eess.AS

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DIVJE7DAXHCMOLEW6KF7DJ7XFJ}

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

1 paper in Pith

Beyond Self-Consistency: Loss-Balanced Perturbation-Based Regularization Improves Industrial-Scale Ads Ranking

Receipt and verification

First computed	2026-07-05T05:25:56.591616Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1a2a927c60b9c4c72c96f28bf1a7f72a75ecb46c5eaa22cddc37ceda29c24096

Aliases

arxiv: 2212.08378 · arxiv_version: 2212.08378v1 · doi: 10.48550/arxiv.2212.08378 · pith_short_12: DIVJE7DAXHCM · pith_short_16: DIVJE7DAXHCMOLEW · pith_short_8: DIVJE7DA

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/DIVJE7DAXHCMOLEW6KF7DJ7XFJ \
  | 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: 1a2a927c60b9c4c72c96f28bf1a7f72a75ecb46c5eaa22cddc37ceda29c24096

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "76469383700fcabbf2fbbc115238efb56a8c73a3db1b7bdf058b0e7e9e52161d",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.SD",
      "eess.AS"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-12-16T10:08:38Z",
    "title_canon_sha256": "e3e0521c3c8fbd6b6164eed70dbdc40419914d96e74da31d45101631ea7ca96e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.08378",
    "kind": "arxiv",
    "version": 1
  }
}