Pith. sign in
Pith Number

pith:6IJ3EQSZ

pith:2023:6IJ3EQSZPDROL47QIMJOWUHXH3
not attested not anchored not stored refs pending

Gradient Descent with Polyak's Momentum Finds Flatter Minima via Large Catapults

Bohan Wang, Chulhee Yun, Huishuai Zhang, Junghyun Lee, Prin Phunyaphibarn

arxiv:2311.15051 v3 · 2023-11-25 · cs.LG · math.OC · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{6IJ3EQSZPDROL47QIMJOWUHXH3}

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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 2026-07-05T08:24:23.151005Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

f213b2425978e2e5f3f04312eb50f73efbc9e34a7b78081121342104e136a158

Aliases

arxiv: 2311.15051 · arxiv_version: 2311.15051v3 · doi: 10.48550/arxiv.2311.15051 · pith_short_12: 6IJ3EQSZPDRO · pith_short_16: 6IJ3EQSZPDROL47Q · pith_short_8: 6IJ3EQSZ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/6IJ3EQSZPDROL47QIMJOWUHXH3 \
  | 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: f213b2425978e2e5f3f04312eb50f73efbc9e34a7b78081121342104e136a158
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "8b95eb1c503afd7052566c8f366ef722241781a7c3139b6edb9da0e9e2a58de9",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-25T15:10:00Z",
    "title_canon_sha256": "0bd018627a285d82c5ea37f6cce4827736a30ee919333c40202c1fbe24931736"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.15051",
    "kind": "arxiv",
    "version": 3
  }
}