Pith Number

pith:TNB2FDPW

pith:2019:TNB2FDPWWSHAYYDCL3CCDX4W7P

not attested not anchored not stored refs pending

Demystifying Learning Rate Policies for High Accuracy Training of Deep Neural Networks

Arun Iyengar, Calton Pu, Juhyun Bae, Ka-Ho Chow, Lei Yu, Ling Liu, Qi Zhang, Wenqi Wei, Yanzhao Wu

arxiv:1908.06477 v2 · 2019-08-18 · 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{TNB2FDPWWSHAYYDCL3CCDX4W7P}

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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.

Receipt and verification

First computed	2026-07-05T00:15:08.054668Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9b43a28df6b48e0c60625ec421df96fbefca9f31c1fb17bd4f69eb7d6854de5e

Aliases

arxiv: 1908.06477 · arxiv_version: 1908.06477v2 · doi: 10.48550/arxiv.1908.06477 · pith_short_12: TNB2FDPWWSHA · pith_short_16: TNB2FDPWWSHAYYDC · pith_short_8: TNB2FDPW

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/TNB2FDPWWSHAYYDCL3CCDX4W7P \
  | 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: 9b43a28df6b48e0c60625ec421df96fbefca9f31c1fb17bd4f69eb7d6854de5e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a5ead107aba6dfc928cf5cc86ef8a2b1620294e224c95c2201d3de8033ce475d",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-08-18T16:58:52Z",
    "title_canon_sha256": "15576f74802f72b1c3745094837f04ca85352eb4f525be9c1d437df052ad54ce"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1908.06477",
    "kind": "arxiv",
    "version": 2
  }
}