Pith Number

pith:XGGD4BFU

pith:2021:XGGD4BFUOSXKVM5BMQT4ZFZ6ZE

not attested not anchored not stored refs pending

Large-Scale Deep Learning Optimizations: A Comprehensive Survey

Fuzhao Xue, Xiaoxin He, Xiaozhe Ren, Yang You

arxiv:2111.00856 v2 · 2021-11-01 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XGGD4BFUOSXKVM5BMQT4ZFZ6ZE}

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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

Global Stability and Step Size Robustness of RMSProp

Receipt and verification

First computed	2026-07-05T03:27:59.609689Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b98c3e04b474aeaab3a16427cc973ec92abd2481d4f7af6fbf9029868ba9d935

Aliases

arxiv: 2111.00856 · arxiv_version: 2111.00856v2 · doi: 10.48550/arxiv.2111.00856 · pith_short_12: XGGD4BFUOSXK · pith_short_16: XGGD4BFUOSXKVM5B · pith_short_8: XGGD4BFU

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/XGGD4BFUOSXKVM5BMQT4ZFZ6ZE \
  | 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: b98c3e04b474aeaab3a16427cc973ec92abd2481d4f7af6fbf9029868ba9d935

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1c4851032adee63e2dfc2733242733318fc0c742f94281063f3cb67632d4c571",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-11-01T11:53:30Z",
    "title_canon_sha256": "1e1013fa9463ff23e538291fe488264407ce0b300510b1730b2f747e39df5144"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.00856",
    "kind": "arxiv",
    "version": 2
  }
}