Pith Number

pith:FM6GXA4F

pith:2024:FM6GXA4FKI4HCICCIIIWZI7VYH

not attested not anchored not stored refs pending

Enhancing Deep Learning with Optimized Gradient Descent: Bridging Numerical Methods and Neural Network Training

Dan Sun, Erdi Gao, Guanming Huang, Iris Li, Ningjing Sang, Yuhan Ma

arxiv:2409.04707 v1 · 2024-09-07 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FM6GXA4FKI4HCICCIIIWZI7VYH}

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.

Receipt and verification

First computed	2026-07-05T09:04:16.631243Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2b3c6b8385523871204242116ca3f5c1ca93057e6b20c4165ecdf9ec67aa8c18

Aliases

arxiv: 2409.04707 · arxiv_version: 2409.04707v1 · doi: 10.48550/arxiv.2409.04707 · pith_short_12: FM6GXA4FKI4H · pith_short_16: FM6GXA4FKI4HCICC · pith_short_8: FM6GXA4F

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/FM6GXA4FKI4HCICCIIIWZI7VYH \
  | 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: 2b3c6b8385523871204242116ca3f5c1ca93057e6b20c4165ecdf9ec67aa8c18

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d44d7601c65f96183e4c120f1b599269edfc8bbfa275fb292836c8346343cde9",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-07T04:37:20Z",
    "title_canon_sha256": "fb663e22270f6ebf54adbf6b8a7a911da2c036a59deeac27bf6b37b165e16d5a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.04707",
    "kind": "arxiv",
    "version": 1
  }
}