Pith Number

pith:Q24MSG7R

pith:2022:Q24MSG7RAEVA546Z6COERWFWBU

not attested not anchored not stored refs pending

Optimal learning rate schedules in high-dimensional non-convex optimization problems

Giulio Biroli, Maria Refinetti, St\'ephane d'Ascoli

arxiv:2202.04509 v1 · 2022-02-09 · cs.LG · 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{Q24MSG7RAEVA546Z6COERWFWBU}

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

1 paper in Pith

A statistical physics framework for optimal learning

Receipt and verification

First computed	2026-07-05T03:55:38.191601Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

86b8c91bf1012a0ef3d9f09c48d8b60d2279b5385e6234f51f24eacb616cb9a6

Aliases

arxiv: 2202.04509 · arxiv_version: 2202.04509v1 · doi: 10.48550/arxiv.2202.04509 · pith_short_12: Q24MSG7RAEVA · pith_short_16: Q24MSG7RAEVA546Z · pith_short_8: Q24MSG7R

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/Q24MSG7RAEVA546Z6COERWFWBU \
  | 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: 86b8c91bf1012a0ef3d9f09c48d8b60d2279b5385e6234f51f24eacb616cb9a6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "287d55d3036f5047d45e826a60bf62073f24c1e4b8e30b81d453c30c696bf92e",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-09T15:15:39Z",
    "title_canon_sha256": "bd75ef123af0f0b52ba34a2de5d1aa48305c902ea332cefc6e6efbbd37fe67da"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.04509",
    "kind": "arxiv",
    "version": 1
  }
}