Pith Number

pith:OUZ7MZ3Y

pith:2025:OUZ7MZ3Y5BV7RKUZJMY542RGGG

not attested not anchored not stored refs pending

The Surprising Agreement Between Convex Optimization Theory and Learning-Rate Scheduling for Large Model Training

Adrien Taylor, Alexander H\"agele, Fabian Schaipp, Francis Bach, Umut Simsekli

arxiv:2501.18965 v2 · 2025-01-31 · cs.LG · 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{OUZ7MZ3Y5BV7RKUZJMY542RGGG}

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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

2 papers in Pith

Anytime Training with Schedule-Free Spectral Optimization

Optimistic Dual Averaging Unifies Modern Optimizers

Receipt and verification

First computed	2026-07-05T11:41:38.770908Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7533f66778e86bf8aa994b31de6a263182bfe78b3b22bd431ec1a2bb462dd9cc

Aliases

arxiv: 2501.18965 · arxiv_version: 2501.18965v2 · doi: 10.48550/arxiv.2501.18965 · pith_short_12: OUZ7MZ3Y5BV7 · pith_short_16: OUZ7MZ3Y5BV7RKUZ · pith_short_8: OUZ7MZ3Y

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/OUZ7MZ3Y5BV7RKUZJMY542RGGG \
  | 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: 7533f66778e86bf8aa994b31de6a263182bfe78b3b22bd431ec1a2bb462dd9cc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2269f13f7936fcc7ec93b104e7d9dd2845ac6b01b3310c8a66694708ca642c44",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-31T08:55:56Z",
    "title_canon_sha256": "9836f50787358c98b6ec5ff29d8ebf2e052845e1b829d4a4c02d4e6a95bd3a67"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.18965",
    "kind": "arxiv",
    "version": 2
  }
}