Pith Number

pith:PSNSAGHT

pith:2024:PSNSAGHTMRLFO2ZWEVSC5ZUECF

not attested not anchored not stored refs pending

A General Online Algorithm for Optimizing Complex Performance Metrics

Erik Schultheis, Krzysztof Dembczy\'nski, Marek Wydmuch, Rohit Babbar, Wojciech Kot{\l}owski

arxiv:2406.14743 v1 · 2024-06-20 · 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{PSNSAGHTMRLFO2ZWEVSC5ZUECF}

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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

Principled Algorithms for Optimizing Generalized Metrics in Multi-Label Learning

Receipt and verification

First computed	2026-07-05T08:35:07.782416Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7c9b2018f36456576b3625642ee6841141d4210c611a024ac644c2109388a044

Aliases

arxiv: 2406.14743 · arxiv_version: 2406.14743v1 · doi: 10.48550/arxiv.2406.14743 · pith_short_12: PSNSAGHTMRLF · pith_short_16: PSNSAGHTMRLFO2ZW · pith_short_8: PSNSAGHT

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/PSNSAGHTMRLFO2ZWEVSC5ZUECF \
  | 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: 7c9b2018f36456576b3625642ee6841141d4210c611a024ac644c2109388a044

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "73ead2dda4970d170f2aab3782091a8f241ca57c2685b09b9be2218bbc8a5896",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-20T21:24:47Z",
    "title_canon_sha256": "10cc7f206c1b5a6f3d84eb00156a1fc2d7c75a692ad7b20be6d9d99ab13f19d5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.14743",
    "kind": "arxiv",
    "version": 1
  }
}