Pith Number

pith:YSQIGV43

pith:2017:YSQIGV43WJEY7DSJZMIYLAU2CM

not attested not anchored not stored refs pending

Entropy-SGD optimizes the prior of a PAC-Bayes bound: Generalization properties of Entropy-SGD and data-dependent priors

Daniel M. Roy, Gintare Karolina Dziugaite

arxiv:1712.09376 v3 · 2017-12-26 · 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{YSQIGV43WJEY7DSJZMIYLAU2CM}

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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

Chaining Meets Chain Rule: Multilevel Entropic Regularization and Training of Neural Nets

Receipt and verification

First computed	2026-05-17T23:48:07.712674Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c4a083579bb2498f8e49cb1185829a132bb42587399574427331b1ac3aaf5bd4

Aliases

arxiv: 1712.09376 · arxiv_version: 1712.09376v3 · doi: 10.48550/arxiv.1712.09376 · pith_short_12: YSQIGV43WJEY · pith_short_16: YSQIGV43WJEY7DSJ · pith_short_8: YSQIGV43

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/YSQIGV43WJEY7DSJZMIYLAU2CM \
  | 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: c4a083579bb2498f8e49cb1185829a132bb42587399574427331b1ac3aaf5bd4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a2836b20583ad9a2124297e256800cc919e69bb9cd1df48d5392aca0b4977e25",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2017-12-26T19:20:55Z",
    "title_canon_sha256": "5d1f824eb4f7393a697d0e5cc94b86f892ee18e2332cac0804ddbb405106dc72"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1712.09376",
    "kind": "arxiv",
    "version": 3
  }
}