Pith Number

pith:P7F6K57T

pith:2019:P7F6K57TCAXRAZ53DWPOQ24G2V

not attested not anchored not stored refs pending

An Exponential Learning Rate Schedule for Deep Learning

Sanjeev Arora, Zhiyuan Li

arxiv:1910.07454 v3 · 2019-10-16 · 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{P7F6K57TCAXRAZ53DWPOQ24G2V}

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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

4 papers in Pith

Improving Neural Network Training by Decoupling the Magnitude and Direction of Weight Vectors

Optimal scenario design for climate emulation

CIS-BWE: Chaos-Informed Speech Bandwidth Extension

Demystifying Manifold Constraints in LLM Pre-training

Receipt and verification

First computed	2026-07-05T00:20:55.832433Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7fcbe577f3102f1067bb1d9ee86b86d550a4a251622238dc58b4f02950c2281b

Aliases

arxiv: 1910.07454 · arxiv_version: 1910.07454v3 · doi: 10.48550/arxiv.1910.07454 · pith_short_12: P7F6K57TCAXR · pith_short_16: P7F6K57TCAXRAZ53 · pith_short_8: P7F6K57T

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/P7F6K57TCAXRAZ53DWPOQ24G2V \
  | 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: 7fcbe577f3102f1067bb1d9ee86b86d550a4a251622238dc58b4f02950c2281b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "db00ef397c051e1d649810009f387730a66453e2e53b0922d1d4a5b672942cfa",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-10-16T16:22:58Z",
    "title_canon_sha256": "5532ff4894f57a00ed766aa901aed7d9238b64a1629d0b7f0023735d0aac02ab"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.07454",
    "kind": "arxiv",
    "version": 3
  }
}