Pith Number

pith:GCPROQ5T

pith:2018:GCPROQ5TZHAPVYRJY3NTA3HHTF

not attested not anchored not stored refs pending

On the Convergence Rate of Training Recurrent Neural Networks

Yuanzhi Li, Zeyuan Allen-Zhu, Zhao Song

arxiv:1810.12065 v4 · 2018-10-29 · cs.LG · cs.DS · cs.NE · math.OC · stat.ML

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\usepackage{pith}
\pithnumber{GCPROQ5TZHAPVYRJY3NTA3HHTF}

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Record completeness

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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

Hessian based analysis of SGD for Deep Nets: Dynamics and Generalization

Receipt and verification

First computed	2026-05-17T23:45:04.331165Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

309f1743b3c9c0fae229c6db306ce79943fb2af9c332782c40df3a586eb58f1c

Aliases

arxiv: 1810.12065 · arxiv_version: 1810.12065v4 · doi: 10.48550/arxiv.1810.12065 · pith_short_12: GCPROQ5TZHAP · pith_short_16: GCPROQ5TZHAPVYRJ · pith_short_8: GCPROQ5T

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/GCPROQ5TZHAPVYRJY3NTA3HHTF \
  | 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: 309f1743b3c9c0fae229c6db306ce79943fb2af9c332782c40df3a586eb58f1c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c955e7c86c68e05bacd8ac9851858d4ebf62ce7d237c2a26d838aad977dfcfa4",
    "cross_cats_sorted": [
      "cs.DS",
      "cs.NE",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-10-29T11:45:02Z",
    "title_canon_sha256": "8acdab021c5d00eba6619711a5ce7a4cecfdcf7877cef0671edd2ada0210c7c6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1810.12065",
    "kind": "arxiv",
    "version": 4
  }
}