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Pith Number

pith:4AHXAOK4

pith:2020:4AHXAOK476OVTWLNMZQG5DOCP4
not attested not anchored not stored refs pending

Understanding the Impact of Model Incoherence on Convergence of Incremental SGD with Random Reshuffle

Shaocong Ma, Yi Zhou

arxiv:2007.03509 v1 · 2020-07-07 · math.OC · cs.LG

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\usepackage{pith}
\pithnumber{4AHXAOK476OVTWLNMZQG5DOCP4}

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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.
Receipt and verification
First computed 2026-07-05T01:17:03.555769Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e00f70395cff9d59d96d66606e8dc27f3db9e88e67e7f962095508b6604aa5b8

Aliases

arxiv: 2007.03509 · arxiv_version: 2007.03509v1 · doi: 10.48550/arxiv.2007.03509 · pith_short_12: 4AHXAOK476OV · pith_short_16: 4AHXAOK476OVTWLN · pith_short_8: 4AHXAOK4
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/4AHXAOK476OVTWLNMZQG5DOCP4 \
  | 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: e00f70395cff9d59d96d66606e8dc27f3db9e88e67e7f962095508b6604aa5b8
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "8400daec59faf7b35e1b9351cdf361794f2255f23d8ee520b857f4eae06b360b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2020-07-07T14:44:31Z",
    "title_canon_sha256": "c6eb2beb99c9b7243d0bb9a8ebf3814655a7760868c563a90b7a562ddd128abf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2007.03509",
    "kind": "arxiv",
    "version": 1
  }
}