Pith Number

pith:NQFMLTUX

pith:2026:NQFMLTUXCPMVEPDJVHQFCOLLMN

not attested not anchored not stored refs pending

Where Does Warm-Up Come From? Adaptive Scheduling for Norm-Constrained Optimizers

Aleksandr Beznosikov, Andrey Veprikov, Arman Bolatov, Artem Riabinin, Martin Tak\'a\v{c}

arxiv:2602.05813 v2 · 2026-02-05 · cs.LG · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NQFMLTUXCPMVEPDJVHQFCOLLMN}

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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

Muon Does Not Converge on Convex Lipschitz Functions

Receipt and verification

First computed	2026-05-20T00:03:04.888666Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6c0ac5ce9713d9523c69a9e051396b63403207a3efad1e98573faa0065db7933

Aliases

arxiv: 2602.05813 · arxiv_version: 2602.05813v2 · doi: 10.48550/arxiv.2602.05813 · pith_short_12: NQFMLTUXCPMV · pith_short_16: NQFMLTUXCPMVEPDJ · pith_short_8: NQFMLTUX

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/NQFMLTUXCPMVEPDJVHQFCOLLMN \
  | 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: 6c0ac5ce9713d9523c69a9e051396b63403207a3efad1e98573faa0065db7933

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "67636a2d36893c1e0658d0aab3a1a3fd8e077dcf0925a86dcbbd18c7c80a3424",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-02-05T16:06:19Z",
    "title_canon_sha256": "50591704037c8eaac4cb759bf10a0b4f08601793089fc299ca720c8d24358f43"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.05813",
    "kind": "arxiv",
    "version": 2
  }
}