Pith Number

pith:MEOEI6BY

pith:2024:MEOEI6BYTCR2F62URQU7NI7RQY

not attested not anchored not stored refs pending

A second-order-like optimizer with adaptive gradient scaling for deep learning

Andrei Purica, Edouard Pauwels (TSE-R, IRIT-ADRIA), J\'er\^ome Bolte (TSE-R), Ryan Boustany (TSE-R)

arxiv:2410.05871 v2 · 2024-10-08 · cs.LG · cs.AI · math.OC

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\usepackage{pith}
\pithnumber{MEOEI6BYTCR2F62URQU7NI7RQY}

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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

Towards Practical Second-Order Optimizers in Deep Learning: Insights from Fisher Information Analysis

Receipt and verification

First computed	2026-07-05T09:48:16.108259Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

611c44783898a3a2fb548c29f6a3f1862437f090fd9f87c22369747de628dfa5

Aliases

arxiv: 2410.05871 · arxiv_version: 2410.05871v2 · doi: 10.48550/arxiv.2410.05871 · pith_short_12: MEOEI6BYTCR2 · pith_short_16: MEOEI6BYTCR2F62U · pith_short_8: MEOEI6BY

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/MEOEI6BYTCR2F62URQU7NI7RQY \
  | 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: 611c44783898a3a2fb548c29f6a3f1862437f090fd9f87c22369747de628dfa5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4c5681fe7dc5a0fd254302d45f3ccb5daedcb1292f8a0d2ef630fc2e76e3af0d",
    "cross_cats_sorted": [
      "cs.AI",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-08T09:58:38Z",
    "title_canon_sha256": "4f988a541c814299c8974aad64539c568ca6a9ae166fdb0cec1f2caad82421de"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.05871",
    "kind": "arxiv",
    "version": 2
  }
}