Pith Number

pith:YJRD63SD

pith:2021:YJRD63SDEIKHPAJFF6WXSBGKDF

not attested not anchored not stored refs pending

Understanding the Generalization of Adam in Learning Neural Networks with Proper Regularization

Difan Zou, Quanquan Gu, Yuan Cao, Yuanzhi Li

arxiv:2108.11371 v1 · 2021-08-25 · cs.LG · math.OC · stat.ML

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\usepackage{pith}
\pithnumber{YJRD63SDEIKHPAJFF6WXSBGKDF}

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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

1 paper in Pith

Muon Learns More Robust and Transferable Features than Adam

Receipt and verification

First computed	2026-07-05T03:08:52.885339Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c2623f6e4322147781252fad7904ca1979ca2ad2c18da1d5ce904bd4bcc4c7a2

Aliases

arxiv: 2108.11371 · arxiv_version: 2108.11371v1 · doi: 10.48550/arxiv.2108.11371 · pith_short_12: YJRD63SDEIKH · pith_short_16: YJRD63SDEIKHPAJF · pith_short_8: YJRD63SD

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/YJRD63SDEIKHPAJFF6WXSBGKDF \
  | 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: c2623f6e4322147781252fad7904ca1979ca2ad2c18da1d5ce904bd4bcc4c7a2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "955ff4634eb396ff7bb37de85ed5c371a02d9a72d0e896e9d07d349681f2da7b",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-08-25T17:58:21Z",
    "title_canon_sha256": "5db84473af3ac56ff9b9e2fe80834e85e95b6d7072edfe410a747e241646ac2f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2108.11371",
    "kind": "arxiv",
    "version": 1
  }
}