Pith Number

pith:6OPTND23

pith:2015:6OPTND23OROUTWJQPMDTXNYE3A

not attested not anchored not stored refs pending

Dropout as data augmentation

Kishore Konda, Pascal Vincent, Roland Memisevic, Xavier Bouthillier

arxiv:1506.08700 v4 · 2015-06-29 · stat.ML · 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{6OPTND23OROUTWJQPMDTXNYE3A}

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

Towards a Data-Parameter Correspondence for LLMs: A Preliminary Discussion

Receipt and verification

First computed	2026-05-18T01:23:12.131470Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f39f368f5b745d49d9307b073bb704d8193463e7252088f19eb8f5b56b04167e

Aliases

arxiv: 1506.08700 · arxiv_version: 1506.08700v4 · doi: 10.48550/arxiv.1506.08700 · pith_short_12: 6OPTND23OROU · pith_short_16: 6OPTND23OROUTWJQ · pith_short_8: 6OPTND23

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/6OPTND23OROUTWJQPMDTXNYE3A \
  | 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: f39f368f5b745d49d9307b073bb704d8193463e7252088f19eb8f5b56b04167e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "036ebfaa2067eb775e726dcf9cea636ab3256d276496cc3997e2473bfbebdf49",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2015-06-29T15:55:45Z",
    "title_canon_sha256": "9ce685d1129e2c7f86d01848482592e739e6679ad676d95b3498b70d2c40dd3a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1506.08700",
    "kind": "arxiv",
    "version": 4
  }
}