Pith Number

pith:3USWZBGB

pith:2022:3USWZBGBZGAUGQBE4ASUD7UKUK

not attested not anchored not stored refs pending

Improving Data Quality with Training Dynamics of Gradient Boosting Decision Trees

Juan Mart\'in Rom\'an, Lucas de Angelis Oliveira, Luis Argerich, Mathias Esteban, Moacir Antonelli Ponti, Valentina Garcia

arxiv:2210.11327 v2 · 2022-10-20 · 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{3USWZBGBZGAUGQBE4ASUD7UKUK}

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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

Selfish Evolution: Making Discoveries in Extreme Label Noise with the Help of Overfitting Dynamics

Receipt and verification

First computed	2026-07-05T07:48:15.798194Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dd256c84c1c981434024e02541fe8aa2b34ebba370a916447c21c09fb110364d

Aliases

arxiv: 2210.11327 · arxiv_version: 2210.11327v2 · doi: 10.48550/arxiv.2210.11327 · pith_short_12: 3USWZBGBZGAU · pith_short_16: 3USWZBGBZGAUGQBE · pith_short_8: 3USWZBGB

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/3USWZBGBZGAUGQBE4ASUD7UKUK \
  | 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: dd256c84c1c981434024e02541fe8aa2b34ebba370a916447c21c09fb110364d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bc4b9ca0ef69634006e2f5d555cfec6e054e84584d4dacc65a9417d33d54000b",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-20T15:02:49Z",
    "title_canon_sha256": "75f7becb2f65b3e33e14d2834302c7e31b2020006f38b07763fd528eb10cf72e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.11327",
    "kind": "arxiv",
    "version": 2
  }
}