Pith Number

pith:UABD4EBW

pith:2023:UABD4EBWQN5FWABUGVECCABY2D

not attested not anchored not stored refs pending

Benign Oscillation of Stochastic Gradient Descent with Large Learning Rates

Beining Wu, Difan Zou, Miao Lu, Xiaodong Yang

arxiv:2310.17074 v1 · 2023-10-26 · cs.LG · math.OC · stat.ML

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\usepackage{pith}
\pithnumber{UABD4EBWQN5FWABUGVECCABY2D}

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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

Criteria and Bias of Parameterized Linear Regression under Edge of Stability Regime

Receipt and verification

First computed	2026-07-05T07:05:19.292940Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a0023e1036837a5b00343548210038d0c4aef477e5bf3e0dccac1d4b9bf50181

Aliases

arxiv: 2310.17074 · arxiv_version: 2310.17074v1 · doi: 10.48550/arxiv.2310.17074 · pith_short_12: UABD4EBWQN5F · pith_short_16: UABD4EBWQN5FWABU · pith_short_8: UABD4EBW

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/UABD4EBWQN5FWABUGVECCABY2D \
  | 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: a0023e1036837a5b00343548210038d0c4aef477e5bf3e0dccac1d4b9bf50181

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "98fd064c1fcf5bd53dd4674bc706ef738c8303d68eeef8f2e0afe0cdf42a0d4a",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-26T00:35:40Z",
    "title_canon_sha256": "3c4ec1c5e4908a7ce3d7806026bfb39cf97615909b9205baa2394d8c3b931fd4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.17074",
    "kind": "arxiv",
    "version": 1
  }
}