Pith Number

pith:62IZ776N

pith:2024:62IZ776N2TEZDZC2H5B3MFZCXM

not attested not anchored not stored refs pending

Towards Quantifying the Preconditioning Effect of Adam

Inderjit S. Dhillon, Naman Agarwal, Rudrajit Das, Sujay Sanghavi

arxiv:2402.07114 v1 · 2024-02-11 · cs.LG · cs.NA · math.NA · math.OC · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{62IZ776N2TEZDZC2H5B3MFZCXM}

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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

2 papers in Pith

Muon Learns More Robust and Transferable Features than Adam

AdaMeZO: Adam-style Zeroth-Order Optimizer for LLM Fine-tuning Without Maintaining the Moments

Receipt and verification

First computed	2026-07-05T07:44:46.766667Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f6919fffcdd4c991e45a3f43b61722bb29e5e331dd5ab76e6773a1fa393c837d

Aliases

arxiv: 2402.07114 · arxiv_version: 2402.07114v1 · doi: 10.48550/arxiv.2402.07114 · pith_short_12: 62IZ776N2TEZ · pith_short_16: 62IZ776N2TEZDZC2 · pith_short_8: 62IZ776N

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/62IZ776N2TEZDZC2H5B3MFZCXM \
  | 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: f6919fffcdd4c991e45a3f43b61722bb29e5e331dd5ab76e6773a1fa393c837d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a9961ebf077f8c1c8a285e39cceeba773865517cf68fe32a439380af7ca2b19c",
    "cross_cats_sorted": [
      "cs.NA",
      "math.NA",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-11T06:21:18Z",
    "title_canon_sha256": "89c7fa99f593934fcfb3504448d38885c63df74bb615e375c9f1e3b2a614ccd3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.07114",
    "kind": "arxiv",
    "version": 1
  }
}