Pith Number

pith:7HT45CUO

pith:2013:7HT45CUO6TCD5Q2CXOBQENHTJU

not attested not anchored not stored refs pending

Dropout Training as Adaptive Regularization

Percy Liang, Sida Wang, Stefan Wager

arxiv:1307.1493 v2 · 2013-07-04 · 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{7HT45CUO6TCD5Q2CXOBQENHTJU}

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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

Estimating Implicit Regularization in Deep Learning

Receipt and verification

First computed	2026-05-18T03:08:15.785699Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f9e7ce8a8ef4c43ec342bb830234f34d1adb6d7ea7182c7d3896990c20523870

Aliases

arxiv: 1307.1493 · arxiv_version: 1307.1493v2 · doi: 10.48550/arxiv.1307.1493 · pith_short_12: 7HT45CUO6TCD · pith_short_16: 7HT45CUO6TCD5Q2C · pith_short_8: 7HT45CUO

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/7HT45CUO6TCD5Q2CXOBQENHTJU \
  | 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: f9e7ce8a8ef4c43ec342bb830234f34d1adb6d7ea7182c7d3896990c20523870

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "40e5504dd3ec2f3573c8b5552d5f478455d8a1e569f29dfa03fd40ce6605e685",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ME"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2013-07-04T21:33:56Z",
    "title_canon_sha256": "165d2fd03c1d90d401afda0d5f7d13f9d8f3808564e0c1f6196f6f27953c6c1a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1307.1493",
    "kind": "arxiv",
    "version": 2
  }
}