Pith Number

pith:JILYEZXI

pith:2019:JILYEZXIPICUBHNOJIVB6FWO2R

not attested not anchored not stored refs pending

Towards Better Generalization: BP-SVRG in Training Deep Neural Networks

Dachao Lin, Hao Jin, Zhihua Zhang

arxiv:1908.06395 v1 · 2019-08-18 · 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{JILYEZXIPICUBHNOJIVB6FWO2R}

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.

Receipt and verification

First computed	2026-07-04T23:58:15.311959Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4a178266e87a05409dae4a2a1f16ced44bfb42f79a368701b64131308ee07861

Aliases

arxiv: 1908.06395 · arxiv_version: 1908.06395v1 · doi: 10.48550/arxiv.1908.06395 · pith_short_12: JILYEZXIPICU · pith_short_16: JILYEZXIPICUBHNO · pith_short_8: JILYEZXI

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/JILYEZXIPICUBHNOJIVB6FWO2R \
  | 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: 4a178266e87a05409dae4a2a1f16ced44bfb42f79a368701b64131308ee07861

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cc2711bef9b3902d74f23bfe38189690e185f35f456b861bca39eec44d7a4f3a",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2019-08-18T08:12:03Z",
    "title_canon_sha256": "d221069dfc0de2d3cce2a47f80ff3ec5695f8105e343d0a32ab1bdcde52dc268"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1908.06395",
    "kind": "arxiv",
    "version": 1
  }
}