Pith Number

pith:7FSYG6GJ

pith:2013:7FSYG6GJNM7XYVKWJIS5GHHCB7

not attested not anchored not stored refs pending

KL-based Control of the Learning Schedule for Surrogate Black-Box Optimization

Ilya Loshchilov (LIS), LRI), Marc Schoenauer (INRIA Saclay - Ile de France, Mich\`ele Sebag (LRI)

arxiv:1308.2655 v2 · 2013-08-12 · cs.LG · cs.AI · 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{7FSYG6GJNM7XYVKWJIS5GHHCB7}

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.

Receipt and verification

First computed	2026-05-18T03:15:42.833879Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f9658378c96b3f7c55564a25d31ce20fda1244a789c542e0b79e40c09be055b1

Aliases

arxiv: 1308.2655 · arxiv_version: 1308.2655v2 · doi: 10.48550/arxiv.1308.2655 · pith_short_12: 7FSYG6GJNM7X · pith_short_16: 7FSYG6GJNM7XYVKW · pith_short_8: 7FSYG6GJ

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/7FSYG6GJNM7XYVKWJIS5GHHCB7 \
  | 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: f9658378c96b3f7c55564a25d31ce20fda1244a789c542e0b79e40c09be055b1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e4234f2dddf47c745a3f7ee635bc39877fee3f4c40f63243b9c8e3b62c5d59d8",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2013-08-12T19:31:59Z",
    "title_canon_sha256": "aa1263f4a3b2d05eb13a47cceec3b58db6a995de131ac0aa1cda9df74a69e74b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1308.2655",
    "kind": "arxiv",
    "version": 2
  }
}