Pith Number

pith:DFLTS3PJ

pith:2020:DFLTS3PJ4H5SNLL3736RGD3VND

not attested not anchored not stored refs pending

Descending through a Crowded Valley - Benchmarking Deep Learning Optimizers

Frank Schneider, Philipp Hennig, Robin M. Schmidt

arxiv:2007.01547 v6 · 2020-07-03 · 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{DFLTS3PJ4H5SNLL3736RGD3VND}

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

1 paper in Pith

Rescaled Asynchronous SGD: Optimal Distributed Optimization under Data and System Heterogeneity

Receipt and verification

First computed	2026-07-05T03:04:59.081342Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1957396de9e1fb26ad7bfefd130f7568c4462a4d4fa3658e4e5554139b0f0c31

Aliases

arxiv: 2007.01547 · arxiv_version: 2007.01547v6 · doi: 10.48550/arxiv.2007.01547 · pith_short_12: DFLTS3PJ4H5S · pith_short_16: DFLTS3PJ4H5SNLL3 · pith_short_8: DFLTS3PJ

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/DFLTS3PJ4H5SNLL3736RGD3VND \
  | 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: 1957396de9e1fb26ad7bfefd130f7568c4462a4d4fa3658e4e5554139b0f0c31

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0031321ff6b78675577e445ff2c6dced5b555c127f144666ada84ef42be2edd3",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-07-03T08:19:36Z",
    "title_canon_sha256": "58f5a175e836583f202ec7674a0c3b984785b29018e6ce18dd696dd70e3c9d40"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2007.01547",
    "kind": "arxiv",
    "version": 6
  }
}