Pith Number

pith:7LFU3ZWS

pith:2022:7LFU3ZWSFFHOIOCPB2SNC2SME7

not attested not anchored not stored refs pending

The Power of Adaptivity in SGD: Self-Tuning Step Sizes with Unbounded Gradients and Affine Variance

Aryan Mokhtari, Constantine Caramanis, Isidoros Tziotis, Matthew Faw, Rachel Ward, Sanjay Shakkottai

arxiv:2202.05791 v2 · 2022-02-11 · 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{7LFU3ZWSFFHOIOCPB2SNC2SME7}

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	2026-07-05T04:42:59.353272Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

facb4de6d2294ee4384f0ea4d16a4c27fe9636f5106cd453681435a5a46cc60e

Aliases

arxiv: 2202.05791 · arxiv_version: 2202.05791v2 · doi: 10.48550/arxiv.2202.05791 · pith_short_12: 7LFU3ZWSFFHO · pith_short_16: 7LFU3ZWSFFHOIOCP · pith_short_8: 7LFU3ZWS

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/7LFU3ZWSFFHOIOCPB2SNC2SME7 \
  | 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: facb4de6d2294ee4384f0ea4d16a4c27fe9636f5106cd453681435a5a46cc60e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "64a032cf51d3549fb6efc32d70705910cc694bf3ef77bf056cf8178cd485727f",
    "cross_cats_sorted": [
      "cs.LG",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-02-11T17:37:54Z",
    "title_canon_sha256": "de5634090887eafe2a0184289fb8f9f957285d4742202571c91e07820ac2db43"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.05791",
    "kind": "arxiv",
    "version": 2
  }
}