Pith Number

pith:2Z7IPK72

pith:2025:2Z7IPK72BNK7X5SBPGDFLTGX5D

not attested not anchored not stored refs pending

A Statistical Analysis for Per-Instance Evaluation of Stochastic Optimizers: Avoiding Unreliable Conclusions

Elisabetta Valiante, Ignacio Rozada, Masoud Mohseni, Moslem Noori, Thomas Van Vaerenbergh

arxiv:2503.16589 v2 · 2025-03-20 · cs.LG · cs.ET · math.ST · stat.TH

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2Z7IPK72BNK7X5SBPGDFLTGX5D}

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

Accelerating Hybrid XOR$-$CNF Boolean Satisfiability Problems Natively with In-Memory Computing

Receipt and verification

First computed	2026-05-20T00:00:18.432770Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d67e87abfa0b55fbf641798655ccd7e8d97755b297d12a41aaa5412929633657

Aliases

arxiv: 2503.16589 · arxiv_version: 2503.16589v2 · doi: 10.48550/arxiv.2503.16589 · pith_short_12: 2Z7IPK72BNK7 · pith_short_16: 2Z7IPK72BNK7X5SB · pith_short_8: 2Z7IPK72

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/2Z7IPK72BNK7X5SBPGDFLTGX5D \
  | 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: d67e87abfa0b55fbf641798655ccd7e8d97755b297d12a41aaa5412929633657

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ac9e7007ca9a4351b94d37f8231e4fa9501af5ff00a0c3e3b2c32a8d79006269",
    "cross_cats_sorted": [
      "cs.ET",
      "math.ST",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-20T17:38:50Z",
    "title_canon_sha256": "d53092615db44ad40fe52996f9d6cacf3afe44b6476b9e29232d8feabf5961a5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.16589",
    "kind": "arxiv",
    "version": 2
  }
}