Pith Number

pith:WIQRT5AO

pith:2015:WIQRT5AOVADLFQE4JR3Q5SVTNK

not attested not anchored not stored refs pending

Layer-Specific Adaptive Learning Rates for Deep Networks

Bharat Singh, Gavin Taylor, Soham De, Thomas Goldstein, Yangmuzi Zhang

arxiv:1510.04609 v1 · 2015-10-15 · cs.CV · cs.AI · cs.LG · cs.NE

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

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\usepackage{pith}
\pithnumber{WIQRT5AOVADLFQE4JR3Q5SVTNK}

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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

1 paper in Pith

A Closed-Form Upper Bound for Admissible Learning-Rate Steps in Belief-Space Dynamics

Receipt and verification

First computed	2026-05-18T01:30:02.136809Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b22119f40ea806b2c09c4c770ecab36aae427228cfb2e061e53bf48db64fe8f3

Aliases

arxiv: 1510.04609 · arxiv_version: 1510.04609v1 · doi: 10.48550/arxiv.1510.04609 · pith_short_12: WIQRT5AOVADL · pith_short_16: WIQRT5AOVADLFQE4 · pith_short_8: WIQRT5AO

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/WIQRT5AOVADLFQE4JR3Q5SVTNK \
  | 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: b22119f40ea806b2c09c4c770ecab36aae427228cfb2e061e53bf48db64fe8f3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4edb380c813878ab5f00f48dd705fade662cf106b76fde8188a4547fe7bda9c8",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2015-10-15T16:31:46Z",
    "title_canon_sha256": "04b53d3f0c7f73158ec439bc65744fb5725c6f360676fd9354583825e7fc5cd9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1510.04609",
    "kind": "arxiv",
    "version": 1
  }
}