Pith Number

pith:FPF2CDRS

pith:2019:FPF2CDRSZJAY64TPHSC7XJU6IQ

not attested not anchored not stored refs pending

How Does Learning Rate Decay Help Modern Neural Networks?

Jianmin Wang, Kaichao You, Michael I. Jordan, Mingsheng Long

arxiv:1908.01878 v2 · 2019-08-05 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FPF2CDRSZJAY64TPHSC7XJU6IQ}

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

2 papers in Pith

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Receipt and verification

First computed	2026-07-05T00:07:24.393855Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2bcba10e32ca418f726f3c85fba69e441fdcdbafc9d0e901de3aeb05d96663b1

Aliases

arxiv: 1908.01878 · arxiv_version: 1908.01878v2 · doi: 10.48550/arxiv.1908.01878 · pith_short_12: FPF2CDRSZJAY · pith_short_16: FPF2CDRSZJAY64TP · pith_short_8: FPF2CDRS

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/FPF2CDRSZJAY64TPHSC7XJU6IQ \
  | 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: 2bcba10e32ca418f726f3c85fba69e441fdcdbafc9d0e901de3aeb05d96663b1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9cd16416e30938bf8cd9ba3c90f65429bea29737199c4fa033e21a61c3b0e52a",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-08-05T21:56:41Z",
    "title_canon_sha256": "1b6dfff18c34737b8fdbb6de1796a93b201cd1ed520930b0aac55819ae03ff9f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1908.01878",
    "kind": "arxiv",
    "version": 2
  }
}