Pith Number

pith:QN3YY5X5

pith:2021:QN3YY5X5RZ4DIONFOITGFO5QUH

not attested not anchored not stored refs pending

Training Deep Neural Networks with Adaptive Momentum Inspired by the Quadratic Optimization

Bao Wang, Dongsheng Li, Huaming Ling, Tao Sun, Zuoqiang Shi

arxiv:2110.09057 v1 · 2021-10-18 · cs.LG · math.OC

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\usepackage{pith}
\pithnumber{QN3YY5X5RZ4DIONFOITGFO5QUH}

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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

Sharpness-Aware Minimization with Adaptive Regularization for Training Deep Neural Networks

Receipt and verification

First computed	2026-07-05T03:23:23.567124Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

83778c76fd8e783439a5722662bbb0a1cdbd32a08ffeca89acb166da23850099

Aliases

arxiv: 2110.09057 · arxiv_version: 2110.09057v1 · doi: 10.48550/arxiv.2110.09057 · pith_short_12: QN3YY5X5RZ4D · pith_short_16: QN3YY5X5RZ4DIONF · pith_short_8: QN3YY5X5

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/QN3YY5X5RZ4DIONFOITGFO5QUH \
  | 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: 83778c76fd8e783439a5722662bbb0a1cdbd32a08ffeca89acb166da23850099

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "33451d21acb00da9f238d651f290affe7d43ef507c1c2fa168574386da0b3adc",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-18T07:03:48Z",
    "title_canon_sha256": "48b3280ef8c8c13855c4396ad9268a2d28d25902c6d8b852be91e2180fb2bbbd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.09057",
    "kind": "arxiv",
    "version": 1
  }
}