Pith Number

pith:J7FIK7AB

pith:2025:J7FIK7ABL3U4UJUPJK642H7PGD

not attested not anchored not stored refs pending

Connections between Schedule-Free Optimizers, AdEMAMix, and Accelerated SGD Variants

Depen Morwani, Hanlin Zhang, Nikhil Vyas, Sham Kakade

arxiv:2502.02431 v1 · 2025-02-04 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{J7FIK7ABL3U4UJUPJK642H7PGD}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

4 papers in Pith

AMUSE: Anytime Muon with Stable Gradient Evaluation

ScheduleFree+: Scaling Learning-Rate-Free & Schedule-Free Learning to Large Language Models

Optimistic Dual Averaging Unifies Modern Optimizers

Benchmarking Optimizers for MLPs in Tabular Deep Learning

Receipt and verification

First computed	2026-07-05T10:09:28.518777Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4fca857c015ee9ca268f4abdcd1fef30c87df85410081d161a3cc166bc701f48

Aliases

arxiv: 2502.02431 · arxiv_version: 2502.02431v1 · doi: 10.48550/arxiv.2502.02431 · pith_short_12: J7FIK7ABL3U4 · pith_short_16: J7FIK7ABL3U4UJUP · pith_short_8: J7FIK7AB

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/J7FIK7ABL3U4UJUPJK642H7PGD \
  | 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: 4fca857c015ee9ca268f4abdcd1fef30c87df85410081d161a3cc166bc701f48

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b5c67e9fab9e4dac506b21cc866c04d0763b28d35822a827dc99d9445b6f9bb8",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-04T15:55:35Z",
    "title_canon_sha256": "5bd31567d2d68789c77b26aac918e210a86591ff18114d90ad3e7b7c2db1ef2c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.02431",
    "kind": "arxiv",
    "version": 1
  }
}