Pith Number

pith:DBYH7PRC

pith:2018:DBYH7PRC2KLY5IO6X2K2YK2Z7I

not attested not anchored not stored refs pending

A Closer Look at Deep Learning Heuristics: Learning rate restarts, Warmup and Distillation

Akhilesh Gotmare, Caiming Xiong, Nitish Shirish Keskar, Richard Socher

arxiv:1810.13243 v1 · 2018-10-29 · 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{DBYH7PRC2KLY5IO6X2K2YK2Z7I}

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.

Cited by

2 papers in Pith

How to Scale Mixture-of-Experts: From muP to the Maximally Scale-Stable Parameterization

A Provably Robust Multi-Jet Framework applied to Active Flow Control of an Airfoil in Weakly Compressible Flow

Receipt and verification

First computed	2026-05-18T00:01:49.891677Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

18707fbe22d2978ea1debe95ac2b59fa1de934d2fc49e8c8be40dcdd102a6dfa

Aliases

arxiv: 1810.13243 · arxiv_version: 1810.13243v1 · doi: 10.48550/arxiv.1810.13243 · pith_short_12: DBYH7PRC2KLY · pith_short_16: DBYH7PRC2KLY5IO6 · pith_short_8: DBYH7PRC

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/DBYH7PRC2KLY5IO6X2K2YK2Z7I \
  | 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: 18707fbe22d2978ea1debe95ac2b59fa1de934d2fc49e8c8be40dcdd102a6dfa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dee684274422ebde8b065ade70ce9b8f61338db21fedd5fcc2c224a96548d24d",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-10-29T19:36:07Z",
    "title_canon_sha256": "4b42c1c7f62829300649fa433d0d56f6dcd8ee27b3f97b7f8f9c9d3399565b79"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1810.13243",
    "kind": "arxiv",
    "version": 1
  }
}