Pith Number

pith:I6DYAHCR

pith:2024:I6DYAHCRPXIDWQD2YN7B6XO2OP

not attested not anchored not stored refs pending

How to set AdamW's weight decay as you scale model and dataset size

Laurence Aitchison, Xi Wang

arxiv:2405.13698 v3 · 2024-05-22 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{I6DYAHCRPXIDWQD2YN7B6XO2OP}

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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

5 papers in Pith

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

Muon Learns More Robust and Transferable Features than Adam

A Two-Parameter Weibull Framework for Diagnosing Transformer Weight Distributions

GQA-{\mu}P: The maximal parameterization update for grouped query attention

Rethinking Language Model Scaling under Transferable Hypersphere Optimization

Receipt and verification

First computed	2026-07-05T11:13:09.861774Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4787801c517dd03b407ac37e1f5dda73ff17dfd8f5338e24dfc28964e629a4e1

Aliases

arxiv: 2405.13698 · arxiv_version: 2405.13698v3 · doi: 10.48550/arxiv.2405.13698 · pith_short_12: I6DYAHCRPXID · pith_short_16: I6DYAHCRPXIDWQD2 · pith_short_8: I6DYAHCR

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/I6DYAHCRPXIDWQD2YN7B6XO2OP \
  | 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: 4787801c517dd03b407ac37e1f5dda73ff17dfd8f5338e24dfc28964e629a4e1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b198faf1cd92e511d937f9847a533da60d64c338a64f7d2ca6c8d42e4cc9eee9",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-22T14:43:02Z",
    "title_canon_sha256": "60f5a6dba065aad38c2755b3ffa9a7b638871bd98da2ae4e67cbbb3fbbda9809"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.13698",
    "kind": "arxiv",
    "version": 3
  }
}