Pith Number

pith:CZHCJSO4

pith:2019:CZHCJSO4JIHIV3NCA43DBPWMKV

not attested not anchored not stored refs pending

A Simple Dynamic Learning Rate Tuning Algorithm For Automated Training of DNNs

Alind Khare, Ashish Verma, Koyel Mukherjee

arxiv:1910.11605 v1 · 2019-10-25 · cs.LG · cs.CV · 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{CZHCJSO4JIHIV3NCA43DBPWMKV}

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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

CodecSep: Prompt-Driven Universal Sound Separation on Neural Audio Codec Latents

Receipt and verification

First computed	2026-07-05T00:14:55.429539Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

164e24c9dc4a0e8aeda2073630becc554195b2c449b32a7ce9436285ef444624

Aliases

arxiv: 1910.11605 · arxiv_version: 1910.11605v1 · doi: 10.48550/arxiv.1910.11605 · pith_short_12: CZHCJSO4JIHI · pith_short_16: CZHCJSO4JIHIV3NC · pith_short_8: CZHCJSO4

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/CZHCJSO4JIHIV3NCA43DBPWMKV \
  | 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: 164e24c9dc4a0e8aeda2073630becc554195b2c449b32a7ce9436285ef444624

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "986af1ae0bf568785e844d48d9a85e7e95820e4e4cf6fefefebdfd0104658161",
    "cross_cats_sorted": [
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-10-25T10:23:12Z",
    "title_canon_sha256": "70f13a635b59279543f138aa1e0dd2e59680da9b86b71e7f9389524684a48c6b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.11605",
    "kind": "arxiv",
    "version": 1
  }
}