Pith Number

pith:JQXFHUUJ

pith:2024:JQXFHUUJA7A5OMWCUPFITYL2E3

not attested not anchored not stored refs pending

Convergence Guarantees for RMSProp and Adam in Generalized-smooth Non-convex Optimization with Affine Noise Variance

Qi Zhang, Shaofeng Zou, Yi Zhou

arxiv:2404.01436 v3 · 2024-04-01 · stat.ML · cs.LG · 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{JQXFHUUJA7A5OMWCUPFITYL2E3}

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

Stochastic versus Deterministic in Stochastic Gradient Descent

Receipt and verification

First computed	2026-07-05T10:27:08.873924Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4c2e53d28907c1d732c2a3ca89e17a26ea15cfff1e0014b7dc60b8f0d4c1daff

Aliases

arxiv: 2404.01436 · arxiv_version: 2404.01436v3 · doi: 10.48550/arxiv.2404.01436 · pith_short_12: JQXFHUUJA7A5 · pith_short_16: JQXFHUUJA7A5OMWC · pith_short_8: JQXFHUUJ

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/JQXFHUUJA7A5OMWCUPFITYL2E3 \
  | 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: 4c2e53d28907c1d732c2a3ca89e17a26ea15cfff1e0014b7dc60b8f0d4c1daff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ab71ee4b5a3d05a1ec88c4726d95f8a1ef7e5234205c89843ec071376ec8c4c2",
    "cross_cats_sorted": [
      "cs.LG",
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-04-01T19:17:45Z",
    "title_canon_sha256": "e6070b6a02eebeb96df0b2ee646da2c5b19fa5b2cf7a167c87c4021a0cddb87d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.01436",
    "kind": "arxiv",
    "version": 3
  }
}