Pith Number

pith:23UDGR3U

pith:2025:23UDGR3UO27RBAXLMHIFIEXFM5

not attested not anchored not stored refs pending

Analysis of an Idealized Stochastic Polyak Method and its Application to Black-Box Model Distillation

Dimitris Oikonomou, Fabian Schaipp, Guillaume Garrigos, Konstantin Mishchenko, Nicolas Loizou, Robert M. Gower

arxiv:2504.01898 v1 · 2025-04-02 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{23UDGR3UO27RBAXLMHIFIEXFM5}

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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

Adaptive Sharpness-Aware Minimization with a Polyak-type Step size: A Theory-Grounded Scheduler

Receipt and verification

First computed	2026-07-05T10:43:31.492549Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d6e833477476bf1082eb61d05412e567425599fa4b3b1e284fb9d2dae246fa85

Aliases

arxiv: 2504.01898 · arxiv_version: 2504.01898v1 · doi: 10.48550/arxiv.2504.01898 · pith_short_12: 23UDGR3UO27R · pith_short_16: 23UDGR3UO27RBAXL · pith_short_8: 23UDGR3U

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/23UDGR3UO27RBAXLMHIFIEXFM5 \
  | 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: d6e833477476bf1082eb61d05412e567425599fa4b3b1e284fb9d2dae246fa85

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ebd35fc0c2c1effa2bf85eb3cd5c86429e04d49bacb5b5c8ad86cced436161f8",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-02T16:57:39Z",
    "title_canon_sha256": "5a1d4fb4c7eae22f12323dc3c37b02c8bc82270920f36a46e46fb650e2b48585"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.01898",
    "kind": "arxiv",
    "version": 1
  }
}