Pith Number

pith:37D3RKQA

pith:2019:37D3RKQALDYYDRW3CVCLSBYTZC

not attested not anchored not stored refs pending

Adaptive Estimators Show Information Compression in Deep Neural Networks

Cian O'Donnell, Conor Houghton, Ivan Chelombiev

arxiv:1902.09037 v2 · 2019-02-24 · cs.LG · cs.NE · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{37D3RKQALDYYDRW3CVCLSBYTZC}

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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

Rate-In: Information-Driven Adaptive Dropout Rates for Improved Inference-Time Uncertainty Estimation

Receipt and verification

First computed	2026-07-05T05:56:36.423224Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dfc7b8aa0058f181c6db1544b90713c89cb6899dd60e44a2380b73ed59002c04

Aliases

arxiv: 1902.09037 · arxiv_version: 1902.09037v2 · doi: 10.48550/arxiv.1902.09037 · pith_short_12: 37D3RKQALDYY · pith_short_16: 37D3RKQALDYYDRW3 · pith_short_8: 37D3RKQA

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/37D3RKQALDYYDRW3CVCLSBYTZC \
  | 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: dfc7b8aa0058f181c6db1544b90713c89cb6899dd60e44a2380b73ed59002c04

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "768ef4f9f0de13d53253966727e653a7d185692b6613cb31e2c75010816fa6ad",
    "cross_cats_sorted": [
      "cs.NE",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-02-24T23:41:54Z",
    "title_canon_sha256": "1182986854c738953d61c9cf0c9dde3a1033fc491e220464832451ee4e1661d4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1902.09037",
    "kind": "arxiv",
    "version": 2
  }
}