Pith Number

pith:QBJWHBWP

pith:2022:QBJWHBWPI2ES7MAUCCBWT6IFSO

not attested not anchored not stored refs pending

On the SDEs and Scaling Rules for Adaptive Gradient Algorithms

Abhishek Panigrahi, Kaifeng Lyu, Sadhika Malladi, Sanjeev Arora

arxiv:2205.10287 v3 · 2022-05-20 · 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{QBJWHBWPI2ES7MAUCCBWT6IFSO}

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

3 papers in Pith

Improving Neural Network Training by Decoupling the Magnitude and Direction of Weight Vectors

Optimizer Memory Makes Shuffle Order a First-Order Source of Fine-Tuning Noise

Adam-HNAG: A Convergent Reformulation of Adam with Accelerated Rate

Receipt and verification

First computed	2026-07-05T09:29:23.085400Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

80536386cf46892fb014108369f90593a12c2be85e83c2187b73b4413d012bc4

Aliases

arxiv: 2205.10287 · arxiv_version: 2205.10287v3 · doi: 10.48550/arxiv.2205.10287 · pith_short_12: QBJWHBWPI2ES · pith_short_16: QBJWHBWPI2ES7MAU · pith_short_8: QBJWHBWP

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/QBJWHBWPI2ES7MAUCCBWT6IFSO \
  | 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: 80536386cf46892fb014108369f90593a12c2be85e83c2187b73b4413d012bc4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1a63be0ff21d4f30b33e418d5dc985dbb9453c09df871f887da0b8b19d5ddb2a",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-20T16:39:03Z",
    "title_canon_sha256": "039f9eeb88142dec4e7708c37df51ebe5772fbaab583714fe3a9bf2ec4a34664"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.10287",
    "kind": "arxiv",
    "version": 3
  }
}