Pith Number

pith:XBWDGZKM

pith:2025:XBWDGZKMZ6XMFJM6JVAP2VZDEP

not attested not anchored not stored refs pending

Seesaw: Accelerating Training by Balancing Learning Rate and Batch Size Scheduling

Alexandru Meterez, Cengiz Pehlevan, Costin-Andrei Oncescu, Depen Morwani, Jingfeng Wu, Sham Kakade

arxiv:2510.14717 v2 · 2025-10-16 · cs.LG · cs.AI · math.OC · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XBWDGZKMZ6XMFJM6JVAP2VZDEP}

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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

Theory of Optimal Learning Rate Schedules and Scaling Laws for a Random Feature Model

Receipt and verification

First computed	2026-07-28T02:24:17.797852Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b86c33654ccfaec2a59e4d40fd572323daf118a80f0a78ad870049a5af170595

Aliases

arxiv: 2510.14717 · arxiv_version: 2510.14717v2 · doi: 10.48550/arxiv.2510.14717 · pith_short_12: XBWDGZKMZ6XM · pith_short_16: XBWDGZKMZ6XMFJM6 · pith_short_8: XBWDGZKM

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/XBWDGZKMZ6XMFJM6JVAP2VZDEP \
  | 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: b86c33654ccfaec2a59e4d40fd572323daf118a80f0a78ad870049a5af170595

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "26a6d4ec04466d6d3ed12944322bc6a4ab0bae808de55ff4451d496fb028656d",
    "cross_cats_sorted": [
      "cs.AI",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-10-16T14:17:38Z",
    "title_canon_sha256": "7ae3129816b111461d2997c6dce3f1f8eadc88455ab961998cc71c20c165c2d5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.14717",
    "kind": "arxiv",
    "version": 2
  }
}