Pith Number

pith:N5E46Q4T

pith:2022:N5E46Q4T7IQD7732METB2OY46T

not attested not anchored not stored refs pending

A survey of deep learning optimizers -- first and second order methods

Rohan Kashyap

arxiv:2211.15596 v2 · 2022-11-28 · cs.LG · cs.CV · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{N5E46Q4T7IQD7732METB2OY46T}

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

FOAM: Frequency and Operator Error-Based Adaptive Damping Method for Reducing Staleness-Oriented Error for Shampoo

Efficient Unlearning through Maximizing Relearning Convergence Delay

Receipt and verification

First computed	2026-07-05T06:54:36.525247Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6f49cf4393fa203fff7a61261d3b1cf4d0a7c264e65b8b3c204cef09aa48589f

Aliases

arxiv: 2211.15596 · arxiv_version: 2211.15596v2 · doi: 10.48550/arxiv.2211.15596 · pith_short_12: N5E46Q4T7IQD · pith_short_16: N5E46Q4T7IQD7732 · pith_short_8: N5E46Q4T

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/N5E46Q4T7IQD7732METB2OY46T \
  | 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: 6f49cf4393fa203fff7a61261d3b1cf4d0a7c264e65b8b3c204cef09aa48589f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "69110210f2137e4cf49f2fe15a2ae11504c4c30cb44810173dc47d81bc872ac4",
    "cross_cats_sorted": [
      "cs.CV",
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-28T17:50:14Z",
    "title_canon_sha256": "4a8fb2f5088b097de4d832229ae233e73790d41f2ed3fd6d2742f416cc1328e3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.15596",
    "kind": "arxiv",
    "version": 2
  }
}