Pith Number

pith:MWH6BAJC

pith:2021:MWH6BAJCAFJTWTFNX43XXIGGIG

not attested not anchored not stored refs pending

On the Generalization of Models Trained with SGD: Information-Theoretic Bounds and Implications

Yongyi Mao, Ziqiao Wang

arxiv:2110.03128 v2 · 2021-10-07 · cs.LG · cs.IT · math.IT

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\usepackage{pith}
\pithnumber{MWH6BAJCAFJTWTFNX43XXIGGIG}

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Record completeness

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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

Fairness Overfitting in Machine Learning: An Information-Theoretic Perspective

Receipt and verification

First computed	2026-07-05T04:06:45.566929Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

658fe0812201533b4cadbf377ba0c6419736f9a6bab42d8547f26463eeba0a96

Aliases

arxiv: 2110.03128 · arxiv_version: 2110.03128v2 · doi: 10.48550/arxiv.2110.03128 · pith_short_12: MWH6BAJCAFJT · pith_short_16: MWH6BAJCAFJTWTFN · pith_short_8: MWH6BAJC

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/MWH6BAJCAFJTWTFNX43XXIGGIG \
  | 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: 658fe0812201533b4cadbf377ba0c6419736f9a6bab42d8547f26463eeba0a96

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fdddae878fb379e3c531a7621cd79e9de555b8d0ded57e27b29461739b9abb36",
    "cross_cats_sorted": [
      "cs.IT",
      "math.IT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-07T00:53:33Z",
    "title_canon_sha256": "7409115b3e9a299c34ebd1196629ec511efbb58323025103fb181ab210792f37"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.03128",
    "kind": "arxiv",
    "version": 2
  }
}