Pith Number

pith:5S44N3A5

pith:2023:5S44N3A5DHTYSWXORKP2723XLQ

not attested not anchored not stored refs pending

Randomized Forward Mode of Automatic Differentiation For Optimization Algorithms

Khemraj Shukla, Yeonjong Shin

arxiv:2310.14168 v3 · 2023-10-22 · math.OC · cs.AI · 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{5S44N3A5DHTYSWXORKP2723XLQ}

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

Memory Savings at What Cost? A Study of Alternatives to Backpropagation

Receipt and verification

First computed	2026-07-05T07:40:24.120015Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ecb9c6ec1d19e7895aee8a9fafeb775c079828989ffb6e097fb92aa7a3efd18f

Aliases

arxiv: 2310.14168 · arxiv_version: 2310.14168v3 · doi: 10.48550/arxiv.2310.14168 · pith_short_12: 5S44N3A5DHTY · pith_short_16: 5S44N3A5DHTYSWXO · pith_short_8: 5S44N3A5

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/5S44N3A5DHTYSWXORKP2723XLQ \
  | 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: ecb9c6ec1d19e7895aee8a9fafeb775c079828989ffb6e097fb92aa7a3efd18f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c59b27d1e2eb8d72d0d01c9a42e6eb535ef04cb259c884b9d3da209ca14a4c25",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2023-10-22T04:02:39Z",
    "title_canon_sha256": "44049f54e5f5fcf9e7453b14c59d1e5f9626e1ca8edf1f255f141388c9063244"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.14168",
    "kind": "arxiv",
    "version": 3
  }
}